International Journal of Knowledge Content Development & Technology
[ Article ]
International Journal of Knowledge Content Development & Technology - Vol. 11, No. 4, pp.53-86
ISSN: 2234-0068 (Print) 2287-187X (Online)
Print publication date 30 Dec 2021
Received 18 Jun 2021 Revised 21 Jun 2021 Accepted 22 Jun 2021
DOI: https://doi.org/10.5865/IJKCT.2021.11.4.053

An Analysis of the Trends in the Arena of Cooperation by the International Research Cooperation Related Experts

Younghee Noh* ; Ji Yoon Ro** ; Woojung Kwak***
*Professor, Library and Information Science, Konkuk University, Korea irs4u@kku.ac.kr
**Ph. D. Student, Konkuk University, Chungju, Korea rojyliv@gmail.com
***Ph. D. Student, Konkuk University, Chungju, Korea woojung2243@naver.com

Abstract

The International Research Cooperation Information Center has carried out a project to collect the DBs related to the international research cooperation information, and build an online service system. This study seeks to examine and understand the trends of international research cooperation by analyzing the data corresponding to the other international cooperation DBs such as symposium and seminar, which may be said to be the arena of cooperation by the international research cooperation related experts, among the international research cooperation information DBs collected by the International Research Cooperation Information Center. The other international cooperation DBs are divided into the international cooperation consortium, international cooperation symposium, international research cooperation seminar, international training program, international research cooperation workshop, and the international research cooperation equipment / facility. It seems that, based on the research results, it is necessary to hold international cooperation programs, seminars, and workshops, among others, with a focus on the themes to recover the trends of international cooperation as in the past, and recover from the pandemic situation. The results of this study may be utilized as the basic data for the researchers related to the international research cooperation, and furthermore, by analyzing various international research cooperation information DBs in a multi-faceted manner, the studies analyzing the research trends of international research cooperation by field, subject, and type may be conducted, and the facilitation of the international research cooperation in Korea is expected moving forward.

Keywords:

International Research, International Cooperation, International Research Cooperation Information Center, Symposium, Seminar, Program, Workshop, Equipment / Facility

1. Introduction

In the era of globalization, each nation around the globe is elevating its expertise and diversity based on the international cooperation in each field such as politics, economy, and society. In particular, international research cooperation is a precondition to surviving in the unlimited global competition for conducting high level research beyond the restrictions of one's own resources and manpower. In Korea, while emphasizing the importance of scientific research for the production of knowledge for the technological development, policy efforts to strengthen the connection and the mutual cooperatio n among various innovative principals including universities, companies, governments, and research institutes are continuously carried out. Especially, emphasis is locationd on the need for an environment in which the scientific knowledge and information produced by the public sector research institutions, such as universities, research institutes, and government agencies, may be utilized for the technological development and the innovative production of companies (Donghoon Oh and Hyerin Ahn, 2009).

More than anything, in Korea, each ministry collects and manages the systematic collection, accumulation, management, and the distribution of task information and research performance information related to the national research and development projects in terms of task management. However, it is not only difficult to access and utilize it with ease from the perspective of consumers, but also, it was pointed out that the comprehensive preservation and management at the level of all ministries has not been properly carried out. Accordingly, through the National Science & Technology Information Service (NTIS) of the Ministry of Science, ICT and Future Planning, and the National Research Information Center (NRIC) of the National Research Foundation of Korea, specialized research centers, projects, tasks, manpower, research facilities and equipments, and performance achievements, among other information on the national research and development projects began to be provided in a single location (website of the NTIS, https://www.ntis.go.kr).

However, the information of the institutions conducting the international research cooperation has not yet been collected in a single location, and instead, it is carried out in the unit of institution, and hence, there is a limit by which the consumers including the researchers who want the international research cooperation cannot search for the research cooperation information in a single location. It may be considered that there is hardly any information management on the research cooperation information and the information on research partners such as international research cooperation institutions of each government ministry, colleges and universities, and research institutes which actively conduct the international research cooperation. Therefore, the representative national institutions ought to systematically collect and manage them, induce the facilitation of their use, and devise the policies for their continued preservation.

Given such need, the International Research Cooperation Information Center is carrying out a project to collect the DBs related to the international research cooperation related information, and build an online service system. Among the international research cooperation information DBs collected by the International Research Cooperation Information Center, this study seeks to examine and understand the trends of international research cooperation by analyzing the data corresponding to the DBs related to symposiums and seminars, among others, which may be said to be the arena of cooperation by experts related to the international research cooperation.

The results of this study may be utilized as the basic data for the researchers related to the international research cooperation, and furthermore, by analyzing the various international research cooperation information DBs in a multi-faceted manner, the studies analyzing the international research cooperation research trends by field, topic, and type may be conducted, and the facilitation of the international research cooperation in Korea is expected moving forward.


2. Methodology

To achieve the purpose of this study, this study was conducted with the following research contents and methods. First, in the case of the international cooperation consortium, as specified by the project proposal, the DB was developed based on the 10 institutions of the Korea Brain Research Institute, Korea National Institute of Health of the Korea Center for Disease Control and Prevention, APEC Research Center, Eone Diagnomics Genome Center, Hanbat National University, Korea Shipbuil ding & Marine Equipment Global Support Center, Korea Foundation, Korea International Trade Association, Chungnam National University, and the Worldwide Consortium of Korean Studies Center. The consortium DB was developed based on the institution specified in the business plan, and if the URL of the metafield is visited, the basic information about the consortium hosted by the institution is displayed as a default, based on which the required metafield may be prepared. In the case of the items specified as “Yes” or “Affirmative” in the metafield of “Classification of whether a file is attached,” inadequate information was searched in the relevant attachment files for development.

Second, in the case of the international cooperation symposium, a DB was developed by searching with the keyword of “international symposium” on the website of the National Library of Korea. Aside from which, DBs were developed via the symposiums hosted by the institutions provided in the list of DBs on some international cooperation institutions through the website of the relevant institution and Google search.

Third, in the case of the international research cooperation seminar, an international cooperation seminar was developed based on the institutions provided in the list of international cooperation institution DBs and the institutions specified in the business plan. Furthermore, if the URL specified in the metafield of “URL” is visited, the information on the required metafield can be searched. In the case of the items specified as “Yes” or “Affirmative” in the metafield of “Classification of whether a file is attached,” inadequate information was searched in the relevant attachment files for development.

Fourth, in the case of the international training program, a DB was developed by searching for such keywords as “international training” and “international training program” at Google. When the URL of the relevant international training program is visited, the basic information can be found, and in the case of the items specified as “Yes” or “Affirmative” in the metafield of “Classification of whether a file is attached,” inadequate information was searched in the relevant attachment files for development.

Fifth, in the case of the international research cooperation workshop, an international cooperation workshop DB was developed based on the institutions provided in the list of international cooperation institution DBs, and the institutions specified in the business plan.

First, how to build an international cooperation workshop DB may be explained by taking the “Korea Centers for Disease Control and Prevention” as an example. When the URL of the metafield is visited, the basic information on the workshop hosted by the institution is displayed as a default. Based on this information, the required metafield may be prepared. In the case of the items specified as “Yes” or “Affirmative” in the metafield of “Classification of whether a file is attached,” inadequate information was searched in the relevant attachment files for development.

Lastly, concerning the international research cooperation equipment / facility, in the 2012 Report on the Status Survey of Large Scale National Research Facilities by the Ministry of Science, ICT and Future Planning, a total of 19 cases were discovered for the facilities at which international joint researches were conducted for 3 years from 2009 to 2011 (refer to Table 1). Based on that list, an international research cooperation equipment / facility DB was developed.

Procedures and Methods for the Development of Other DB on the International Research Cooperation


3. Theoretical Background

3.1 International Cooperation Consortium

As for the type of the international cooperation consortium (IR06-A), enter the consortium related information related to the international cooperation. The required fields are classified into the IR type code, IR detailed type code, proprietary number, classification of country, name of material / name of program, institution of issuance, year of publication, introduction, URL, host institution, and the presence or absence of the attachment files, while the optional fields were set to the name of meeting, date and time, and location, respectively. The explanation for each metafield of the international cooperation consortium is as follows.

Metafield of the International Cooperation Consortium

3.2 International Cooperation Symposium

As for the type of international cooperation symposium (IR06-B), enter the symposium related information related to the international cooperation. The required fields were set to the IR type code, IR detailed type code, proprietary number, classification of country, name of material / name of program, institution of issuance, year of publication, introduction, URL, date and time, and whether there are attached files. The explanation for each metafield of the international cooperation symposium is as follows.

Metafield of the International Cooperation Symposium

3.3 International Research Cooperation Seminar

As for the type of international research cooperation seminar (IR06-C), enter the information related to the international cooperation. The required fields were set to the IR type code, IR detailed type code, proprietary number, classification of country, name of material / name of program, institution of issuance, year of publication, introduction, URL, date and time, location, host institution, and the presence or absence of the attachment files. The explanation of each metafield of the international research cooperation seminar is as follows.

Metafield of the International Research Cooperation Seminar

3.4 International Training Program

As for the type of international training program (IR06-D), enter the information related to the training programs related to the international cooperation. The required fields were set to the IR type code, IR detailed type code, proprietary number, classification of country, name of material / name of program, institution of issuance, year of publication, introduction, URL, date and time, location, host institution, and the presence or absence of the attachment files. The explanation of each metafield of the international training program is as follows.

Metafield of the International Training Program

3.5 International Research Cooperation Workshop

As for the type of international research cooperation workshop (IR06-E), enter the information related to the international cooperation workshop. The required fields were set to the IR type code, IR detailed type code, proprietary number, classification of country, name of material / name of program, institution of issuance, year of publication, introduction, URL, date and time, location, host institution, and the presence or absence of the attachment files. The explanation for each metafield of the international research cooperation workshop is as follows.

Metafield of the International Research Cooperation Workshop

3.6 International Research Cooperation Equipment / Facility

As for the type of equipment / facility (IR06-F), enter the equipment / facility related information of the research institute related to the international cooperation. The required fields were set to the IR type code, IR detailed type code, proprietary number, classification of country, institution name, website, location, introduction of institution, target equipments (units), contents of international cooperation, and the address of the international cooperation list. It was set to the presence or absence of the attachment files. The explanation of each metafield of the international cooperation equipment / facility is as follows.

Metafield of the International Cooperation Equipment / Facility


4. Analytical Results

4.1 Equipment and Facility DB

As for the type of equipment / facility (IR06-F), the information related to the equipment / facility of the research institute related to the international cooperation was entered, and a total of 19 cases were collected. A brief examination of the statistically significant contents is as illustrated in Table 8. The 19 institutions of the collected installation and facility DB all correspond to such different institutions as the Korea Institute for Advanced Study and the Korea Institute of Science and Technology, and the majority of those owning the equipments and facilities related to the international cooperation research turned out to be located in Daejeon (10 cases).

List of the Installation and Facility DBs

As for the target equipments, the Korea Atomic Energy Research Institute turned out to have the most with 330 units, and the average target equipments of 19 institutions turned out to be 25.32 units.

Target Equipments of the Installation and Facility DBs

Major keywords were verified by deriving the words of high frequency of emergence based on the “introduction of facility” concerning the installation and facilities, and Table 10 presented the top 60 words based on the frequency of emergency in the introduction of facility. The keywords of the highest frequency of emergence are “Institution (11 times),” “Establishment (10 times),” “Research (10 times),” “Development (8 times),” “Performance (8 times),” and “Country (7 times),” respectively.

Keywords and Frequency Related to the Introduction of the Equipment and Facility DB

However, such results which simply demonstrate the frequency are meaningful in that they demonstrate the overall keywords for the public who have almost no knowledge about the field, yet they are limited in that the meaning of the information delivered can only be limited for the professional readers.

When only the frequency of emergence of words is considered in the interpretation of the text mining results, the issue of measurement validity arises according to the characteristics of the document (Saehyeon Kim, 2018). In the case of the frequency of emergence, the most used words turned out to be in the order of institution, establishment, research, development, and performance. However, if they are applied for the analysis as they are, in order to address the issue of excessive interpretation for the formalistic or idiomatic expressions, the inverse document frequency (TF-IDF) is calculated to evaluate the importance, and the unimportant words are excluded from the analysis. In this study, while the word of “institution” has been used 11 times, or the most, if education is mentioned across all of the documents, the importance of the word of “institution” would be decreased since it is a commonly used word. Whereas, the word of “nuclear power” is used less than the word of “institution” for a total of 4 times, yet if it is used intensively in some documents, the keyword of “nuclear power” may be considered to represent a specific topic.

Table 10 illustrates the frequency and the TF-IDF values of the top 30 words based on the frequency of emergence among the nouns extracted via the text mining. Among the top 30 words based on the frequency of emergence, the words with the lowest TF-IDF values turned out to be the research institute (4.5026), talent (4.5026), world (4.5026), solution (4.5026), vision (4.5026), synthesis (4.5026), intelligence (4.5026), industrial revolution (4.5026), convenience (4.5026), and the first (4.5026), among others, respectively.

4.2 Seminar DB

As for the type of seminar (IR06-C), the information related to the international cooperation seminar was entered, and a total of 409 cases were collected. A brief examination of the statistically significant contents is as illustrated in Table 11.

Classification of Countries of the Seminar DB

As a result of analyzing the international cooperation seminar countries, 345 cases were issued by a single country, while 64 cases were issued by two or more countries. In the case of issuance by a single country, it turned out that 305 cases were issued in the Republic of Korea, 10 cases were issued in the People’s Republic of China, 5 cases were issued in Singapore and Japan each, 3 cases were issued in the United States, and 2 cases were issued in Canada, Germany, Spain, and Hong Kong each, respectively. Since the Republic of Korea is at the center of cooperation, it has been examined that the most cases were issued in Korea, respectively.

Furthermore, if issued in two or more countries, 11 cases were issued in Korea and France, 7 cases in Korea, the US, and Korea and Russia, 4 in Korea and China, Korea and Japan, and Korea and Switzerland, 3 cases in Korea and the United Kingdom, and Korea, China, and Japan, and 2 cases in Korea and Germany, Korea and Sweden, and Korea and Singapore, respectively. While most were carried out jointly in Korea and other countries, there were also a material each published in cooperation by Japan and Brunei, Hong Kong and China, Vietnam and Thailand, and Malaysia and Australia, respectively.

As a result of analyzing the international cooperation seminar database institutions of issuance, 88 cases were issued by the Ministry of Foreign Affairs, 28 by the Korea Institute for International Economic Policy, 22 by the Korea Educational Development Institute, 16 by the Korea Maritime Institute, 12 by the Korea Research Institute for Human Settlements, 10 by the National Statistical Office, 9 by the Korea Energy Economics Institute, 8 by Seoul National University, and 7 by the Korea Transport Institute, respectively. Furthermore, 1 case emerged for each of the 133 institutions including the ASEM, DGIST, DIP, GDI, GIST, and the KIET.

Institutions of Issuance of the Seminar DB

As a result of analyzing the number of institutions hosting the international cooperation seminars, it turned out that the highest number of cases was 270 cases carried out by a single institution alone, while 106 cases were jointly carried out by two institutions, and 21 cases were carried out jointly by three institutions, respectively.

Other DB Seminars of the International Research Cooperation – Number of Host Institutions

As a result of analyzing the year of issuance of the 409 cases of the international cooperation seminars, it seems that the most international cooperation seminars were held in 2016 with 39 cases, and the number fell steeply to 3 cases in 2020, most likely due to the influence of the COVID-19 overall.

Number of the Years of Hosting and Issuance for the Seminar DB

Fig. 1.

Number of the Years of Hosting and Issuance for the Seminar DB

Keywords for the introduction of the international cooperation seminar were derived and analyzed. To examine which keywords emerged the most, the frequency of the emergence of keywords was examined. This is a frequency table illustrating the top 30 keywords which emerged in this manner.

As a result of the analysis, among the keywords which emerged for the introduction of international research cooperation and other programs, the keywords with a high frequency of emergence were seminar (359), discussion (127), expert (125), Korea (114), hosting (111), topic (109), proceeding (82), plan (75), cooperation (72), seeking (70), and presentation (61), among others, respectively.

In Table 15, the keywords with a high frequency of emergence were derived based on the introduction of the international cooperation seminar, and major keywords were verified. However, such results, which simply demonstrate with a focus on the frequency, are meaningful in that they demonstrate the overall keywords to the public who have almost no knowledge about the field. Yet, they are limited in that the meaning of the information delivered is restricted for the professional readers.

Analysis of the Keywords for the Introduction of Seminar

When only the frequency of the emergence of words is considered in the interpretation of the text mining results, the issue of measurement validity arises according to the characteristics of the document (Saehyeon Kim, 2018). In the case of the frequency of emergence, it turned out that the most used words were program, Korea, case, field, health insurance, policy, education, and country. However, if they are applied for the analysis as they are, in order to address the issue of excessive interpretation for the formalistic or idiomatic expressions, the inverse document frequency (TF-IDF) is calculated to evaluate the importance, and the unimportant words are excluded from the analysis. In this study, while the word of “seminar” has been used 359 times, or the most, the importance of the word of “seminar” would be decreased since it is a word pertaining to the seminar DB. Whereas, the word of “Korea” is used less than the word of “program” for a total of 114 times, yet if it is used intensively in some documents, the keyword of “Korea” may be considered to represent a specific topic.

Table 16 illustrates the frequency and the TF-IDF values of the top 40 words based on the frequency of emergence among the nouns extracted via the text mining. They turned out to be world (98.27), debate (97.52), member country (96.50), direction (93.51), future (88.57), international seminar (86.71), response (86.18), invitation (85.21), Germany (82.70), energy (82.70), development (82.63), development (80.66), and experience (79.47), respectively.

Frequency and TF-IDF of the Emergence of Keywords for the Seminar DB. Based on the Top 40 Words

4.3 Consortium DB

As for the type of the international cooperation consortium (IR06-A), the consortium related information related to the international cooperation was collected, and a total of 14 consortiums were collected. In the case of the consortiums related to the international cooperation, the largest amount of information hosted in Korea (7 cases) was collected. However, in the case of the host countries, they turned out to be the Netherlands, Korea, the United States, Vietnam, France, Finland, the Philippines, and Vietnam, among others, respectively.

Classification of Countries for the Consortium DB

Location of the Consortium DB

Most of such international cooperation consortiums were hosted and proceeded by a single institution (12 cases).

Host Institution of the Consortium DB

Based on the “introduction” of the international cooperation consortium, the words with a high frequency of emergence were derived, and major keywords were verified. Table 20 illustrates a summary of the keywords which emerge frequently in the introduction of the consortium. The keywords with a highest frequency of emergence turned out to be “research (10 times),” “consortium (7 times),” “ocean (4 times),” “genom (4 times),” “university (4 times),” and “information (3 times),” among others, respectively.

Frequency and TF-IDF of the Emergence of Keywords for the Consortium DB. Based on the Top 40 Words

Meanwhile, the TF-IDF values were verified to reduce the importance of the clichés which frequently emerge in all of the DBs. Among the top 40 words based on frequency of emergence, the words with the lowest TF-IDF values turned out to be stakeholder (3.8918), network (3.8918), specialization (3.8918), structure (3.8918), North America (3.8918), education (3.8918), and cooperation (3.8918), among others, respectively.

4.4 Program DB

As for the type of program (IR06-D), the information related to the international cooperation program was entered, and a total of 21 cases were collected. A brief examination of the statistically significant contents is as illustrated in Table 21.

Number of the Countries of Program Cooperation

As a result of analyzing the countries cooperating with Korea for the international cooperation program, they turned out to be 7 countries in Asia (Pakistan, Indonesia, the Philippines, Laos, and across Asia, etc.), 5 others (worldwide and developing countries, etc.), 3 countries in South America (Colombia, Latin America, Peru), 2 in Africa (Jordan), and 2 countries in Asia Pacific, among others, respectively. The cooperation with Asian countries turned out to be high, and the program cooperation and exchanges with North America and Europe turned out to be rather low.

As a result of analyzing the number of institutions of issuance proceeding with the international cooperation program, they turned out to be 7 for the KOICA, which is an international cooperation institution, 3 for the Science and Technology Policy Institute, and 2 for Korea International Cooperation Agency and the Ministry of Health and Welfare each, among others, respectively.

Number of the Institutions of Issuance for the Program DB

The keywords for the introduction of international cooperation program were derived and analyzed. To examine which keywords emerged the most, the frequency of the emergence of keywords was examined. This is the frequency table demonstrating the top 30 selected amnog the keywords emerged in such manner.

As a result of the analysis, among the keywords which emerged in the introduction of international research cooperation and other programs, the keywords with a high frequency of emergence turned out to be program (12 times), Korea (8 times), case (6 times), field, health insurance, policy, education, and country (5 times each), among others, respectively. Accordingly, it was verified that such keywords as health insurance, policy, and education were frequently mentioned except for the words of program, case, and field. Furthermore, among the top 30, e-government, developing country, public official, expert, share, oriental medicine, cooperation, research, science and technology policy, and training program, among others, were verified.

In Table 23, the keywords a high frequency of emergence were derived based on the program introduction for the international cooperation program, and major keywords were verified. However, such results, which simply demonstrate with a focus on the frequency, are meaningful in that they demonstrate the overall keywords to the public who have almost no knowledge about the field. Yet, they are limited in that the meaning of the information delivered is restricted for the professional readers.

Analysis of the Keywords for the Introduction of Program

When only the frequency of the emergence of words is considered in the interpretation of the text mining results, the issue of measurement validity arises according to the characteristics of the document (Saehyeon Kim, 2018). In the case of the frequency of emergence, it turned out that the most used words were program, Korea, case, field, health insurance, policy, education, and country, among others, respectively. However, if they are applied for the analysis as they are, in order to address the issue of excessive interpretation for the formalistic or idiomatic expressions, the inverse document frequency (TF-IDF) is calculated to evaluate the importance, and the unimportant words are excluded from the analysis. In this study, while the word of “program” has been used 12 times, or the most, the importance of the word of “program” would be decreased since it is a word commonly used. Whereas, the word of “health insurance” is used less than the word of “program” for a total of 5 times, yet if it is used intensively in some documents, the keyword of “health insurance” may be considered to represent a specific topic.

Table 24 illustrates the frequency and the TF-IDF values of the top 40 words based on the frequency of emergence among the nouns extracted via the text mining. Among the top 40 words based on the frequency of emergence, the words associated with the low TF-IDF values turned out to be invitation, proceeding, share, experience, purpose, understanding, and cooperation with 5.838 each, respectively.

Frequency and TF-IDF of the Emergence of Keywords for the Program DB. Based on the Top 40 Words

4.5 Workshop DB

As for the type of workshop (IR06-E), the information related to the international cooperation program was entered, and a total of 36 cases were collected. A brief examination of the statistically significant contents is as illustrated in Table 25.

Number of the Institutions of Issuance for the Workshop DB

As a result of analyzing the number of the institutions of issuance carrying out the international cooperation workshops, 7 were by the Korea Institute of Ocean Science and Technology, which is an international cooperation institution, 5 by the National Statistical Office and the National Research Foundation of Korea, 4 by the Korea Maritime Institute, and 3 by the Korea Maritime Science Joint Research Center and the State Oceanic Administration of China each, among others, respectively.

As a result of analyzing the countries cooperating with Korea for the international cooperation program, 7 were with China, 2 with the East Asia, China, and South America each, and 10 with the others, among others, respectively. It turned out that most of the workshop programs were operated in cooperation with two or more countries, rather than cooperating with only a single country.

Number of the Countries Cooperating on Workshop

The keywords for the introduction of the international cooperation program were derived and analyzed. To examine which keywords emerged the most, the frequency of the emergence of keywords was examined. This is the frequency table illustrating the top 30 keywords which emerged in such manner.

As a result of the analysis, among the keywords which emerged in the introduction of international research cooperation and other programs, the keywords with a high frequency of emergence turned out to be workshop (27), presentation (17), topic (15), expert (14), research (13), and proceeding (12), and cooperation (11), among others, respectively. Besides which, such words as marine science and technology, arctic, ocean, and marine environment emerged frequently, which is verified to be due to the inclusion of the institutions which issued the workshop DBs such as the Korea Institute of Ocean Science and Technology, Korea Maritime Institute, and the Korea Maritime Science Joint Research Center, respectively.

In Table 27, the keywords with a high frequency of emergence were derived based on the program introduction for the international cooperation program, and major keywords were verified. However, such results, which simply demonstrate with a focus on the frequency, are meaningful in that they demonstrate the overall keywords to the public who have almost no knowledge about the field. Yet, they are limited in that the meaning of the information delivered is restricted for the professional readers.

Introduction of the Workshop DB

When only the frequency of the emergence of words is considered in the interpretation of the text mining results, the issue of measurement validity arises according to the characteristics of the document (Saehyeon Kim, 2018). In the case of the frequency of emergence, it turned out that the most used words were workshop, presentation, topic, expert, research, and progress, among others, respectively. However, if they are applied for the analysis as they are, in order to address the issue of excessive interpretation for the formalistic or idiomatic expressions, the inverse document frequency (TF-IDF) is calculated to evaluate the importance, and the unimportant words are excluded from the analysis. In this study, while the word of “workshop” has been used 27 times, or the most, the importance of the word of “workshop” would be decreased since it is a word which provides a foundation fo the relevant database. Whereas, the word of “arctic” is used less than the word of “workshop” for a total of 7 times, yet if it is used intensively in some documents, the keyword of “workshop” may be considered to represent a specific topic.

Table 28 illustrates the frequency and the TF-IDF values of the top 40 words based on the frequency of emergence among the nouns extracted via the text mining. Among the top 40 words based on the frequency of emergence, the words with the lowest TF-IDF values turned out to be technology (10.75), share (10.75), change (9.94), current status (9.94), joint (9.94), development (9.87), and country (9.87), among others, respectively.

Frequency and TF-IDF of the Emergence of Keywords for the Workshop DB. Based on the Top 40 Words

4.6 Symposium DB

As for the type of international cooperation symposium, the information related to symposium related to the international cooperation was collected, and a total of 950 cases were developed. In the case of the international cooperation related consortium collected, the most information hosted in Korea (831 cases) was collected, with 864 cases focused on a single country, while 80 cases were surveyed for the classification of two or more countries.

Classification of Country for the Symposium DB

Most of such international cooperation consortiums were hosted and proceeded by a single institution (712 cases).

Host Institutions for the Consortium DB

In the case of the international cooperation symposium, as a result of analyzing the year of issuance for the remaining 574 cases excluding the 370 cases of non-entry, it seems that the most international cooperation symposiums were held in 2019 with 80 cases, and the number fell steeply to 10 cases in 2020, most likely due to the influence of the COVID-19 overall.

Fig. 2.

Year of Issuance for the Symposium DB

Based on the “introduction of institutions” for the international cooperation symposium, the words with a high frequency of emergence were derived, and major keywords were verified. Table 31 illustrates a summary of the key words which emerge frequently in the introduction of symposium. The keywords with a highest frequency of emergence turned out to be “symposium (779 times),” “topic (226 times),” “discussion (191 times),” “presentation (183 times),” “host (182 times),” “expert (179 times),” and “proceeding (173 times),” among others, respectively.

Keywords and Frequency Related to the Introduction of the Symposium DB

Meanwhile, the TF-IDF values were verified to reduce the importance of the clichés which frequently emerge in all of the DBs. Among the top 40 words based on the frequency of emergence, the words with the lowest TF-IDF values turned out to be topic (341.62), presentation (311.77), host (310.07), discussion (309.25), proceeding (308.50), expert (303.91), and research. (285.49), among others, respectively.


5. Discussion

In the case of the international cooperation DB, the programs and workshops were hosted to introduce or educate on the social and cultural characteristics, policies, and development directions for Korea’s policies, technology, education, and research via cooperation with the Asian region and developing countries, among others.

As a trend of the international cooperation related to the equipment / facility, the average number of target equipments turned out to be 25.32 units, and the Korea Atomic Energy Research Institute turned out to be carrying out the most equipment / facility related cooperation with 330 points, respectively. In particular, it turned out that most of the institutions carrying out the international cooperation in connection with equipment / facility are located in Daejeon.

Examining the trends of the international cooperation for the consortium DB, they turned out to be research, consortium, ocean, and genom, among others, and through which, it is apparent that the fields of consortium hosted via international cooperation are ocean, genom, cancer, disease, and communication, among others. Meanwhile, in the case of the symposiums hosted via international cooperation, one was hosted by a single institution, and it turned out that it was hosted the most in 2019. Furthermore, as a result of analyzing the current status of recent seminars, a trend of 20 to 30 seminars were demonstrated consistently, yet only 3 were hosted in 2020, respectively. Because of the COVID-19 situation, no face-to-face seminar would have been allowed, and difficulties in carrying out exchanges with the international community must have been apparent. There is also a possibility that the atmosphere of concentrating on the domestic situation rather than pursuing cooperation with the international community to break through the COVID-19 may have been predominant.

Accordingly, it would be necessary to host international cooperation programs, seminars, and workshops, among others, with a focus on the topics to restore the trend of international cooperation as in the past, and also recover from the pandemic situation.


6. Conclusion and Recommendation

In this study, the international research cooperation and other DB workshops, programs, consortiums, equipments and facilities, symposium, institutions of seminar DB, introduction, and the current status of national cooperation, among others, which were developed for approximately 4 years since 2017, were analyzed. While there were differences in the analysis according to the characteristics of each database, the analysis was mainly conducted to derive keywords via the text mining analysis of cooperative institutions or the number of institutions, host institutions (institution of issuance), cooperative countries, year of issuance, and each DB introduction. The results of the analysis for each DB are as follows.

First, as a result of analyzing the current status of the type of equipment / facility DB, the equipment / facility related information of the research institutes related to the international cooperation was entered, and a total of 19 cases were collected. They were retained by the Korea Institute for Advanced Study and the Korea Institute of Science and Technology, among others, and the most of those owning the equipments and facilities turned out to be located in Daejeon (10 cases). In the case of target equipments, the Korea Atomic Energy Research Institute had the highest score of 330 points, and the average target equipment was 25.32 units, respectively. While the word of “institution” is used the most for 11 times, the word of “nuclear power” is used 4 times across all documents, which is less than the word of “institution,” yet if it is used intensively in some documents, the keyword of “nuclear power” turned out to represent a specific topic.

Second, as a result of analyzing the current status of the international cooperation seminar, the countries which hosted the international cooperation seminar turned out to be such various countries as Korea, China, Singapore, Japan, the United States, Canada, Germany, Spain, Hong Kong, and Switzerland, among others, respectively. In particular, in the case of jointly hosting, France turned out to have the most with 11 cases. Furthermore, as a result of analyzing the institutions of issuance of the international cooperation seminar database, it turned out that the Ministry of Foreign Affairs had 88, the Korea Institute for International Economic Policy had 28, and the Korea Educational Development Institute had 22, among others, respectively. It also seems that 39 cases, or the most, were hosted in 2016 where the international cooperation seminar was hosted, and the number fell steeply to 3 cases in 2020, most likely due to the influence of the COVID-19 overall.

Third, as a result of analyzing the current status of consortium types, a total of 14 consortiums were collected. The keywords with a highest frequency of emergence turned out to be “research (10 times),” “consortium (7 times),” “marine (4 times),” “genom (4 times),” “university (4 times),” and “information (3 times),” among others, respectively.

Fourth, as a result of analyzing the current status of the international cooperation program, and as a result of analyzing the countries cooperating with Korea, the cooperation with Asian countries turned out to be high, and the program’s cooperative exchanges with North America and Europe turned out to be somewhat low. As a result of analyzing the number of institutions of issuance which proceed with the program, the KOICA, which an international cooperation institution, has 7, the Science and Technology Policy Institute has 3, and the Korea International Cooperation Agency and the Ministry of Health and Welfare have 2 each, respectively. Furthermore, while the word of “program” is used for 12 times, or the most, the importance of the word of “program” is decreasing because it is a commonly used word. Whereas, the word of “health insurance” is used less than the word of “program” for a total of 5 times, yet if it is used intensively in some documents, the keyword of “health insurance” may be considered to represent a specific topic.

Fifth, as a result of analyzing the status of international cooperation workshop, it turned out that most of the workshop programs were operated in cooperation with two or more countries rather than with only a single country. While the word of “workshop” is used for 27 times, or the most, it may considered that the importance of the word of “workshop” is decreasing because it is a word which provides the foundation for the relevant database. Where, the word of “arctic” is used less than the word of “workshop” for a total of 7 times, yet if it is used intensively in some documents, the keyword of “workshop” may be considered to represent a specific topic.

Sixth, as for the type of international cooperation symposium, the symposium related information related to the international cooperation was collected, and a total of 950 cases were developed. In the case of the international cooperation related consortium collected, the most information hosted in Korea (831 cases) was collected, with 864 cases focused on a single country, while 80 cases were surveyed for the classification of two or more countries. In the case of the international cooperation symposium, as a result of analyzing the year of issuance for the 574 cases, the most international cooperation symposiums were hosted in 2019 with 80 cases, and they would most likely have been influenced by the COVID-19 overall. Furthermore, the keywords with a highest frequency of emergence turned out to be “symposium (779 times),” “topic (226 times),” “discussion (191 times),” “presentation (183 times),” “host (182 times),” “expert (179 times),” and “proceeding (173 times),” among others, respectively.

Therefore, the level of cooperation across the international research cooperation seminars, workshops, consortiums, technology, and programs, among others, is still low for the 20 years of international research cooperation, and hence, Korea would need to strengthen its overall capabilities for the international cooperation by facilitating the international research cooperation moving forward. Further more, since advanced countries in the west are central to the international research cooperation, to strengthen the international research cooperation with and for the developing countries including Asian countries in the future, conferences would need to be hosted and education would also need to be provided in connection with the provision of incentives for the researchers of advanced countries to share the information and technology with East Asian countries or developing countries, as well as the contribution they can make to helping address the economic inequity across the world, among others.

It is expected that the results of this study may be utilized as the basic data for examining and understanding the current status of the international research cooperation by country across the fields such as consortium, workshop, seminar, and program, among others, and making contribution to facilitating the international technology cooperation and the international research cooperation for Korea and developing countries moving forward.

References

  • Oh, D. H., & Ahn, Y. R. (2009). Analysis of the Current Status of International Science and Technology Cooperation and Measures to strengthen strategic International Cooperation, Korea Institute of Science and Technology Evaluation, ISSUE PAPER 05.
  • Park, J. Y., & Suh, C. W. (2015). Analysis of Changes in the Housing Market Using TF-IDF Weight Model. Korea Real Estate Academy Review, 63(3), 46-58. http://lps3.kiss16.kstudy.com.libproxy.jnu.ac.kr/kiss6/download_viewer.asp
  • Website of Textom. (n.d.). http://www.textom.co.kr, .
[About the authors]

Younghee Noh has an MA and PhD In Library and Information Science from Yonsei University, Seoul. She has published more than 50 books, including 3 books awarded as Outstanding Academic Books by Ministry of Culture, Sports and Tourism (Government) and more than 120 papers, including one selected as a Featured Article by the Informed Librarian Online in February 2012. She was listed in the Marquis Who’s Who in the World in 2012-2016 and Who’s Who in Science and Engineering in 2016-2017. She received research excellence awards from both Konkuk University (2009) and Konkuk University Alumni (2013) as well as recognition by “the award for Teaching Excellence” from Konkuk University in 2014. She received research excellence awards form ‘Korean Y. Noh and Y. Shin International Journal of Knowledge Content Development & Technology Vol.9, No.3, 75-101 (September 2019) 101 Library and Information Science Society’ in 2014. One of the books she published in 2014, was selected as ‘Outstanding Academic Books’ by Ministry of Culture, Sports and Tourism in 2015. She received the Awards for Professional Excellence as Asia Library Leaders from Satija Research Foundation in Library and Information Science (India) in 2014. She has been a Chief Editor of World Research Journal of Library and Information Science in Mar 2013 ~ Feb 2016. Since 2004, she has been a Professor in the Department of Library and Information Science at Konkuk University, where she teaches courses in Metadata, Digital Libraries, Processing of Internet Information Resources, and Digital Contents.

Ji-Yoon Ro has MA in Library & Information Science from Chung-Ang University, Seoul. She is Researcher of the Institute of Knowledge Content Development & Technology. She has published one book, and seven articles, and has participated in five projects relevant to the library. Also, she is now PhD Student in Department of Library & Information Science at the Konkuk University in Korea. Her works focus specifically on Sharing Economy, Social Economy, Knowledge Sharing, Blockchain and Library, Cooperative Networks, Social Informatics, and Urban Regeneration and Library. Ji-Yoon Ro is the corresponding author and can be contacted at: rojyliv@gmail.com

Woojung Kwak is the researcher of the Institute of Knowledge Content Development & Technology.She has published 1 books, and 13 articles, and has participated in 14 projects relevant to the library and information science. Also, she is now the Ph.D. candidate at the department of Library & Information Science, Konkuk University in Korea. Her works focus specifically on curation, digital curation, specialized library, and Humanities and Social Assets. Email: woojung2243@gmail.com

Fig. 1.

Fig. 1.
Number of the Years of Hosting and Issuance for the Seminar DB

Fig. 2.

Fig. 2.
Year of Issuance for the Symposium DB

Table 1.

Procedures and Methods for the Development of Other DB on the International Research Cooperation

Component Contents
International cooperation consortium DB As specified in the project proposal, a DB was developed based on the 10 institutions of the Korea Brain Research Institute, Korea National Institute of Health of the Korea Center for Disease Control and Prevention, APEC Research Center, Eone Diagnomics Genome Center, Hanbat National University, Korea Shipbuilding & Marine Equipment Global Support Center, Korea Foundation, Korea International Trade Association, Chungnam National University, and the Worldwide Consortium of Korean Studies Center.
International cooperation symposium DB DB was developed by searching for the keyword of "international symposium" at the website of the National Library of Korea.
DB was developed via searching "symposium" hosted by the institutions on the list of some of the international cooperation institution DBs at the website of the relevant institutions and via Google search.
International research cooperation seminar DB International cooperation seminar was developed based on the institutions specified in the list of international cooperation institution DBs and the institutions specified in the business plan.
International training program DB DB was developed by searching the keywords of "international training" and "international training program" on Google.
International research cooperation workshop DB The international cooperation workshop DB was developed based on the institutions specified in the list of international cooperation institution DBs and the institutions specified in the business plan.
International research cooperation equipment / facility DB The 2012 Report on the Status Survey of Large Scale National Research Facilities by the Ministry of Science, ICT and Future Planning provides a total of 19 discoveries made for the facilities at which international joint researches were conducted for 3 years from 2009 until 2011.
The international research cooperation equipment / facility DB was developed based on that list.

Table 2.

Metafield of the International Cooperation Consortium

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the relevant consortium
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the relevant institution
international cooperation Consortium: IR06-A
Proprietary number Required Proprietary number of the relevant consortium
Example: Start with IR06_A_00001 in the order
Classification of country Required Field of country classification for the relevant consortium (using classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of material / Name of program Required Name of the consortium
Institution of issuance Required Name of the site from which the consortium's information was imported
Year of issuance Required Host year of the consortium
Introduction Required Introduction of the consortium
URL Required URL to verify the information of the consortium
Name of meeting Optional Enter the name of the consortium
Date and time Optional Enter the relevant consortium date and time
Example: 11/03/2015-11/04/2016
Location Optional Enter the consortium's location
Host institution Required Enter name of the host institution hosting the consortium Specify if it is separated from the host institution
Classification of the presence and absence of attachment files Required Enter the presence or absence of attachment files related to the consortium

Table 3.

Metafield of the International Cooperation Symposium

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the symposium
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the symposium
international cooperation symposium: IR06-B
Proprietary number Required Proprietary number of the symposium
Example: Start with IR06_B_00001 in the order
Classification of country Required Field of classification of the symposium (using classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of material / Name of program Required Name of the symposium
Institution of issuance Required Name of the site from which the symposium's information was imported
Year of issuance Required Host year of the symposium
Introduction Required Introduction of the symposium
URL Required URL to verify the information of the symposium
Name of meeting Optional Enter the symposium's name
Date and time Required Enter the symposium's date and time
Example: 11/03/2015-11/04/2016
Location Optional Enter the symposium's location
Host institution Optional Enter the name of host institution hosting the symposium
Classification of the presence and absence of attachment files Required Enter the presence or absence of attachment files related to the symposium

Table 4.

Metafield of the International Research Cooperation Seminar

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the seminar
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the seminar
International cooperation consortium: IR06-C
Proprietary number Required Proprietary number of the seminar
Example: Start with IR06-C_00001 in the order
Classification of country Required Field of classification of country of the seminar (using the classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of material / Name of program Required Name of the seminar
Institution of issuance Required Name of the site from which the seminar's information was imported
Year of issuance Required Host year of the seminar
Introduction Required Introduction of the seminar
URL Required URL to verify the information of the relevant international research cooperation seminar
Name of meeting Optional Enter the seminar's name
Date and time Required Enter the seminar's date and time
Example: 11/03/2015-11/04/2016
Location Required Enter the seminar's location
Host institution Required Host the name of host institution hosting the seminar
Specify if it is separated from the host institution
Classification of the presence and absence of attachment files Required Enter the presence or absence of attachment files related to the seminar

Table 5.

Metafield of the International Training Program

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the relevant international training program
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the relevant international training program
International cooperation consortium: IR06-D
Proprietary number Required Proprietary number of the relevant international training program
Example: Start with IR06_D_00001 in the order
Classification of country Required Field of country classification of the relevant international training program (use the classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of material / Name of program Required Name of the international training program
Institution of issuance Required Name of the site from which the information of the international training program was imported
Year of issuance Required Host year of the international training program
Introduction Required Introduction of the international training program
URL Required URL to verify the information of the international training program
Name of meeting Optional Enter the name of the relevant international training program
Date and time Required Enter the relevant International training program's date and time
Example: 11/03/2015-11/04/2016
Location Required Enter the corresponding international training program's location
Host institution Required Enter the name of the host institution hosting the international training program
Classification of the presence and absence of attachment files Required Enter the presence or absence of attachment files related to the international training program

Table 6.

Metafield of the International Research Cooperation Workshop

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the workshop
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the corresponding workshop
international cooperation workshop: IR06-E
Proprietary number Required Proprietary number of the workshop
Example: Start with IR06-E-00001 in the order
Classification of country Required Field of country classification of the workshop (using the classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of material / Name of program Required Name of the workshop
Institution of issuance Required Name of the site from which the workshop information was imported
Year of issuance Required Host year of the workshop
Introduction Required Introduction of the workshop
URL Required URL to verify the information of the workshop
Date and time Required Enter the corresponding workshop's date and time
Example: 11/03/2015-11/04/2016
Location Required Enter the corresponding workshop's location
Host institution Required Enter the name of the workshop's host institution
Classification of the presence and absence of attachment files Required Enter the presence or absence of attachment files related to the workshop

Table 7.

Metafield of the International Cooperation Equipment / Facility

Name of Metafield Required / Optional Description of Field
IR type code Required Type code of the DB
All other IR type codes related to the international research cooperation are unified as IR06
IR detailed type code Required Detailed type code of the DB
international cooperation equipment / facility: IR06-F
Proprietary number Required Proprietary number of the DB
Example: Start with IR06-F_00001 in the order
Classification of country Required Field of country classification of the DB (using the classification of country code
Example: Korea (KR), Japan (JP), etc.
Name of institution Required Name of the research institute which owns the relevant equipment / facility
Website Required Web address of the research institute which owns the relevant equipment / facility
Location Required Location of the research institute which retains the relevant equipment / facility
Introduction of the institution Required Introduction of the research institute which retains the equipment / facility
Target equipments (units) Required Number of equipments retains by the research institute which owns the relevant equipment / facility
Contents of international cooperation Required Contents of the international cooperation of the research institute which owns the relevant equipment / facility
Address of the international cooperation list Required URL of the list of international cooperation of the research institute which owns the relevant equipment / facility

Table 8.

List of the Installation and Facility DBs

Serial No. Name of institution No. of Units Location
1 Korea Institute for Advanced Study 1 Seoul
2 Korea Institute of Science and Technology 1 Seoul
3 Korea Institute of Radiological & Medical Sciences 1 Seoul
4 Korea Internet & Security Agency 1 Jeollanam-do
5 Institute for Advanced Engineering 1 Gyeonggi-do
6 Korea Institute of Construction Technology 1 Gyeonggi-do
7 Korea Institute of Industrial Technology 1 Chungcheongnam-do
8 Korea Atomic Energy Research Institute 1 Daejeon
9 Korea Advanced Institute of Science and Technology 1 Daejeon
10 Korea Institute of Machinery and Materials 1 Daejeon
11 Korea Basic Science Institute 1 Daejeon
12 National AI Research Institute 1 Daejeon
13 Korea Astronomy and Space Science Institute 1 Daejeon
14 Korea Research Institute of Standards and Science 1 Daejeon
15 Korea Aerospace Research Institute 1 Daejeon
16 Korea Research Institute of Chemical Technology 1 Daejeon
17 Gwangju Institute of Science and Technology 1 Gwangju
18 Korea Electrotechnology Research Institute 1 Gyeongsangnam-do
19 National Information Society Agency 1 Daejeon
Total 19 -

Table 9.

Target Equipments of the Installation and Facility DBs

Serial No. Name of institution Target Equipments (Units)
1 Korea Institute for Advanced Study 1
2 Korea Institute of Science and Technology 2
3 Korea Institute of Radiological & Medical Sciences 2
4 Korea Internet & Security Agency 7
5 Institute for Advanced Engineering 18
6 Korea Institute of Construction Technology 1
7 Korea Institute of Industrial Technology 23
8 Korea Atomic Energy Research Institute 330
9 Korea Advanced Institute of Science and Technology 13
10 Korea Institute of Machinery and Materials 15
11 Korea Basic Science Institute 1
12 National AI Research Institute 8
13 Korea Astronomy and Space Science Institute 1
14 Korea Research Institute of Standards and Science 5
15 Korea Aerospace Research Institute 18
16 Korea Research Institute of Chemical Technology 9
17 Gwangju Institute of Science and Technology 19
18 Korea Electrotechnology Research Institute 2
19 National Information Society Agency 6

Table 10.

Keywords and Frequency Related to the Introduction of the Equipment and Facility DB

Rank Word Frequency of Emergence TF-IDF Rank Word Frequency of Emergence TF-IDF
1 Institution 11 6.0120 31 Leading 3 5.5375
2 Establishment 10 6.4185 32 Research institution 2 4.5026
3 Research 10 9.9853 33 Talent 2 4.5026
4 Development 8 6.9200 34 Design 2 5.8889
5 Meditation 8 6.9200 35 World 2 4.5026
6 Nation 7 8.0688 36 Vision 2 4.5026
7 R&D 6 6.9161 37 Synthesis 2 4.5026
8 Science & technology 5 9.2291 38 Small to medium sized 2 5.8889
9 Improvement 5 7.7907 39 Industrial revolution 2 4.5026
10 Development 5 7.7907 40 Intelligence 2 4.5026
11 Korea 4 6.2326 41 Convenience 2 4.5026
12 Support 4 6.2326 42 Pivotal 2 4.5026
13 Future 4 6.2326 43 First 2 4.5026
14 Role 4 6.2326 44 Purpose 2 4.5026
15 Industry 4 7.3833 45 Contribution 2 4.5026
16 Nuclear power 4 11.778 46 Solution 2 4.5026
17 Field 3 5.5375 47 Land 2 5.8889
18 Chemistry 3 8.8333 48 Since 2 4.5026
19 Convergence 3 5.5375 49 Society 2 4.5026
20 Level 3 5.5375 50 Innovation 2 4.5026
21 Industry 3 5.5375 51 Medium sized company 2 5.8889
22 Life 3 6.7539 52 Domestically produced 2 5.8889
23 Competitiveness 3 5.5375 53 Contribution 2 4.5026
24 Safety 3 5.5375 54 Government funded research institute 2 4.5026
25 Supply 3 5.5375 55 Manufacturing innovation 2 5.8889
26 Technology 3 6.7539 56 Long term 2 4.5026
27 People 3 6.7539 57 Astronomy and space science 2 5.8889
28 Related 3 5.5375 58 Global 2 5.8889
29 Policy 3 6.7539 59 Basic science 2 4.5026
30 National science and technology 3 5.5375 60 Tool 1 2.9444

Table 11.

Classification of Countries of the Seminar DB

Classification of country No. of Units Classification of country No. of Units
Republic of Korea 305 Korea, France 11
People's Republic of China 10 Korea, United States of America 7
Singapore 5 Korea, Russia 7
Japan 5 Korea, People's Republic of China 4
United States of America 3 Korea, Japan 4
Canada 2 Korea, Switzerland 4
Germany 2 Korea, United Kingdom 3
Spain 2 Korea, People's Republic of China, Japan 3
Hong Kong 2 Korea, Germany 2
Switzerland 1 Korea, Sweden 2
Sweden 1 Korea, Singapore 2
Belgium 1 Korea, Turkmenistan 1
Czech Republic 1 Korea, Kazakhstan 1
Chile 1 Korea, Vietnam 1
Peru 1 Korea, Poland 1
France 1 Korea, Malaysia 1
The Philippines 1 Korea, Paraguay 1
Indonesia 1 Korea, Hungary 1
Korea, Canada 1
Korea, The Netherlands 1
Korea, India 1
Korea, Canada, The Philippines 1
Japan, Brunei 1
Hong Kong, People's Republic of China 1
Vietnam, Thailand 1
Malaysia, Australia 1
Subtotal 345 Subtotal 64
Total 409

Table 12.

Institutions of Issuance of the Seminar DB

Rank Name of institution No. Rank Name of institution No.
1 Ministry of Foreign Affairs 88 21 KAIST 2
2 Korea Institute for International Economic Policy (KIEP) 28 22 KDI 2
3 Korean Educational Development Institute 22 23 LAFENT 2
4 Korea Maritime Institute 16 24 Ministry of Land, Infrastructure and Transport 2
5 Korea Research Institute for Human Settlements 12 25 National Assembly Research Service 2
6 National Statistical Office 10 26 Dongguk University 2
7 Korea Energy Economics Institute 9 27 Ministry of Justice 2
8 Seoul National University 8 28 Sogang University 2
9 Korea Transport Institute 7 29 Seoul City Hall 2
10 Economics, Humanities and Social Research Council 5 30 Ewha Womans University 2
11 Korea Institute for Industrial Economics & Trade 5 31 Ministry of Information and Communication 2
12 Korea Institute for Health and Social Affairs 5 32 Policy Briefing 2
13 National Youth Policy Institute 4 33 JoongAng Ilbo 2
14 Ministry of Culture, Sports and Tourism 3 34 Pohang University of Science and Technology 2
15 Yonsei University 3 35 Korea Institute of Construction Technology 2
16 Korea Institute of Intellectual Property 3 36 Korea Foundation for the Advancement of Science and Creativity 2
17 Korea Construction Newspaper 3 37 Korean Society for Railway 2
18 Korea Institute of Science and Technology Information 3 38 Ministry of the Interior and Safety 2
19 Korea Institute for Curriculum and Evaluation 3 39 ASEM, DGIST, DIP, GDI, GIST, KIET Korea Institute for Industrial Economics & Trade, and others 1
each
(133)
20 Hanyang University 3

Table 13.

Other DB Seminars of the International Research Cooperation – Number of Host Institutions

Serial No. Name of institution Target Equipments (Units)
1 Korea Institute for Advanced Study 1
2 Korea Institute of Science and Technology 2
3 Korea Institute of Radiological & Medical Sciences 2
4 Korea Internet & Security Agency 7
5 Institute for Advanced Engineering 18
6 Korea Institute of Construction Technology 1
7 Korea Institute of Industrial Technology 23
8 Korea Atomic Energy Research Institute 330
9 Korea Advanced Institute of Science and Technology 13
10 Korea Institute of Machinery and Materials 15
11 Korea Basic Science Institute 1
12 National AI Research Institute 8
13 Korea Astronomy and Space Science Institute 1
14 Korea Research Institute of Standards and Science 5
15 Korea Aerospace Research Institute 18
16 Korea Research Institute of Chemical Technology 9
17 Gwangju Institute of Science and Technology 19
18 Korea Electrotechnology Research Institute 2
19 National Information Society Agency 6

Table 14.

Number of the Years of Hosting and Issuance for the Seminar DB

Classification No. Classification No.
In or before 2000 2 2010 24
2000 3 2011 33
2001 2 2012 16
2002 9 2013 22
2003 17 2014 32
2004 25 2015 31
2005 18 2016 39
2006 7 2017 26
2007 10 2018 27
2008 25 2019 22
2009 16 2020 3
Total 409

Table 15.

Analysis of the Keywords for the Introduction of Seminar

No. Word Frequency Percentage No. Word Frequency Percentage
1 Seminar 359 3.51 16 People's Republic of China 51 0.50
2 Discussion 127 1.24 17 Current status 51 0.50
3 Expert 125 1.22 18 International 50 0.49
4 Korea 114 1.12 19 Attendance 49 0.48
5 Host 111 1.09 20 Japan 48 0.47
6 Topic 109 1.07 21 United States of America 47 0.46
7 Proceeding 82 0.80 22 Field 47 0.46
8 Plan 75 0.73 23 Share 47 0.46
9 Cooperation 72 0.70 24 Joint 46 0.45
10 Seeking 70 0.68 25 Both counties 44 0.43
11 Announcement 61 0.60 26 Development 44 0.43
12 Policy 61 0.60 27 Nation 44 0.43
13 Research 55 0.54 28 Debate 41 0.40
14 Related 54 0.53 29 Purpose 41 0.40
15 Domestic 54 0.53 30 Technology 39 0.38

Table 16.

Frequency and TF-IDF of the Emergence of Keywords for the Seminar DB. Based on the Top 40 Words

Rank Word Frequency of Emergence TF-IDF Rank Word Frequency of Emergence TF-IDF

1 Korea 114 169.13 21 Share 47 108.22
2 Expert 125 162.21 22 Japan 48 107.13
3 Discussion 127 161.45 23 Technology 39 106.09
4 Topic 109 157.12 24 Attendance 49 105.10
5 Host 111 153.34 25 Joint 46 104.81
6 Cooperation 72 142.06 26 Development 44 103.51
7 Proceeding 82 141.51 27 Seminar 359 100.37
8 Plan 75 135.86 28 World 39 98.27
9 Policy 61 127.14 29 Debate 41 97.52
10 Announcement 61 125.96 30 Member country 34 96.50
11 Seeking 70 124.74 31 Direction 38 93.51
12 Research 55 124.02 32 Future 33 88.57
13 Domestic 54 119.31 33 International seminar 34 86.71
14 Current status 51 116.20 34 Response 29 86.18
15 People's Republic of China 51 115.00 35 Invitation 33 85.21
16 United States of America 47 113.05 36 Germany 25 82.70
17 Field 47 110.57 37 Energy 25 82.70
18 International 50 109.38 38 Development 32 82.63
19 Both countries 44 108.28 39 Building 28 80.66
20 Nation 44 108.28 40 Experience 28 79.47

Table 17.

Classification of Countries for the Consortium DB

Classification of country No. of Units Classification of country No. of Units
CA 1 KR 7
DK 1 US 3
JP 1 VN 1
Total 14

Table 18.

Location of the Consortium DB

Classification of country No. of Units Classification of country No. of Units
Amsterdam, The Netherlands 1 Ho Chi Minh, Vietnam 1
Seoul, Republic of Korea 1 Tokyo, Japan 1
Graduate School of Public Health, Seoul National University, Republic of Korea 1 Paris, France 1
United Nations Headquarters, New York, USA 1 Helsinki, Finland 1
(Not entered) 5 Manila, The Philippines 1
Total 14

Table 19.

Host Institution of the Consortium DB

Classification of country No. of Units
1 institution 12
4 or more institutions 1
(Not entered) 1
Total 14

Table 20.

Frequency and TF-IDF of the Emergence of Keywords for the Consortium DB. Based on the Top 40 Words

Rank Word Frequency of Emergence TF-IDF Rank Word Frequency of Emergence TF-IDF
1 Research 10 10.5562 21 Share 2 4.6213
2 Consortium 7 6.1618 22 Support 2 3.8918
3 Ocean 4 6.1618 23 Stakeholder 2 3.8918
4 Genom 4 5.9311 24 Network 2 3.8918
5 University 4 5.8377 25 Specialization 2 3.8918
6 Information 3 5.8377 26 Structure 2 3.8918
7 Provision 3 5.5962 27 North America 2 3.8918
8 Domestic 3 5.2781 28 Education 2 3.8918
9 International 3 5.2781 29 Cooperation 2 3.8918
10 Use 3 5.2781 30 Promotion 2 3.8918
11 World 2 5.2781 31 Scientist 2 3.8918
12 Cancer 2 5.2781 32 COVID-19 2 3.8918
13 Disease 2 5.2781 33 Korean genom 2 3.8918
14 Institution 2 5.2781 34 Organization 2 3.8918
15 Service 2 5.2781 35 Company 2 3.8918
16 Procurement 2 5.2781 36 Lead 2 3.8918
17 Strange 2 5.2781 37 Territory 2 3.8918
18 Communication 2 5.2781 38 Library of Korean Studies 2 3.8918
19 Use 2 4.6213 39 Adjustment 2 3.8918
20 Analysis 2 4.6213 40 Registry 1 2.6391

Table 21.

Number of the Countries of Program Cooperation

Classification No. Cooperation Nation
North America 1 United States of America
South America 3 Latin America, Columbia, Peru
Asia 7 Pakistan, Indonesia, The Philippines, Laos, across Asia
Europe 1 Italy
Africa 2 Jordan
Asia·Pacific 2 Asia·Pacific
Others 5 Developing country, etc.
Total 21

Table 22.

Number of the Institutions of Issuance for the Program DB

Classification No. of Units Classification No. of Units
KOICA 7 National Health Insurance Service 1
Science and Technology Policy Institute 3 Ministry of Foreign Affairs 1
Korea International Cooperation Agency 2 Soongsil University 1
Ministry of Health and Welfare 2 K-Water 1
SHRDC 1 Professional Graduate School of Cultural Heritage, Korea National University of Cultural Heritage 1
National Institute for International Education, Ministry of Education 1
Total 21

Table 23.

Analysis of the Keywords for the Introduction of Program

No. Word Frequency Percentage No. Word Frequency Percentage
1 Program 12 2.71 16 Target 4 0.90
2 Korea 8 1.81 17 Jordan 4 0.90
3 Case 6 1.35 18 Implementation 4 0.90
4 Field 5 1.13 19 Territory 4 0.90
5 Health insurance 5 1.13 20 Proceeding 3 0.68
6 Policy 5 1.13 21 Invitation 3 0.68
7 Education 5 1.13 22 Share 3 0.68
8 Nation 5 1.13 23 Experience 3 0.68
9 Procurement 4 0.90 24 Oriental medicine 3 0.68
10 e-government 4 0.90 25 Understanding 3 0.68
11 Provision 4 0.90 26 Cooperation 3 0.68
12 Developing country 4 0.90 27 Indonesia 3 0.68
13 Comparison 4 0.90 28 Research 3 0.68
14 Public official 4 0.90 29 Science and technology policy 3 0.68
15 Expert 4 0.90 30 Training program 3 0.68

Table 24.

Frequency and TF-IDF of the Emergence of Keywords for the Program DB. Based on the Top 40 Words

Rank Word Frequency of Emergence TF-IDF Rank Word Frequency of Emergence TF-IDF
1 Health insurance 5 9.730 21 Target 4 6.633
2 Jordan 5 9.406 22 Implementation 4 6.633
3 Territory 4 9.406 23 SME 2 6.089
4 Oriental medicine 3 9.134 24 Policy conversation 2 6.089
5 Indonesia 3 9.134 25 Latin America 2 6.089
6 Case 6 8.611 26 Developing country 2 6.089
7 Field 5 8.291 27 University education 2 6.089
8 Policy 5 8.291 28 WHO 2 6.089
9 Education 5 8.291 29 Urban development 2 6.089
10 e-government 4 7.784 30 Training 2 6.089
11 Comparison 4 7.784 31 National development strategy 2 6.089
12 Public official 4 7.784 32 Diplomat 2 6.089
13 Korea 8 7.721 33 Platform 2 6.089
14 Nation 5 7.175 34 Invitation 3 5.838
15 Research 3 7.054 35 Proceeding 3 5.838
16 Science and technology policy 3 7.054 36 Share 3 5.838
17 Program 12 6.715 37 Experience 3 5.838
18 Procurement 4 6.633 38 Purpose 3 5.838
19 Provision 4 6.633 39 Understanding 3 5.838
20 Developing country 4 6.633 40 Cooperation 1 5.838

Table 25.

Number of the Institutions of Issuance for the Workshop DB

Classification No. of Units Classification No. of Units
Korea Institute of Ocean Science and Technology 7 Korea-Latin America Marine Science and Technology Joint Research Center 2
National Statistical Office 5
National Research Foundation of Korea 5 Graduate School of International Policy, KDI 1
Korea Maritime Institute 4 Korea-China Oceanic Science Joint Research Center 1
State Oceanic Administration of China 3 Intergovernmental Oceanic Studies Committee 1
Korea-China Oceanic Science Joint Research Center 3 Ministry of Oceans and Fisheries of Korea 1
KCDC 2 Polar Research Center of China 1
Total 36

Table 26.

Number of the Countries Cooperating on Workshop

Classification of country No. of Units Classification of country No. of Units
People's Republic of China 16 Japan 1
East Asia 2 Asia·Pacific 1
People's Republic of China·South America 2 People's Republic of China·Japan 1
People's Republic of China·Russia 1 Others 10
People's Republic of China·Northern Europe 1 - -
Total 35

Table 27.

Introduction of the Workshop DB

No. Word Frequency Percentage No. Word Frequency Percentage
1 Workshop 27 3.35 16 North Pole 7 0.87
2 Announcement 17 2.11 17 Korea 7 0.87
3 Topic 15 1.86 18 Share 6 0.74
4 Expert 14 1.73 19 Ocean 6 0.74
5 Research 13 1.61 20 People's Republic of China 6 0.74
6 Proceeding 12 1.49 21 Oceanic environment 6 0.74
7 Cooperation 11 1.36 22 Direction 5 0.62
8 Both countries 9 1.12 23 Yellow Sea 5 0.62
9 Implementation 9 1.12 24 Climate change 5 0.62
10 Field 8 0.99 25 Development 5 0.62
11 Host 8 0.99 26 Latin America 5 0.62
12 Exchange 8 0.99 27 Korea-China 5 0.62
13 Discussion 8 0.99 28 Protection 5 0.62
14 Related 8 0.99 29 Performance achievement 5 0.62
15 Marine science and technology 7 0.87 30 Nation 5 0.62

Table 28.

Frequency and TF-IDF of the Emergence of Keywords for the Workshop DB. Based on the Top 40 Words

Rank Word TF-IDF Rank Word TF-IDF
1 North Pole 20.23 21 Host 12.03
2 Research 16.65 22 Related 12.03
3 Field 15.79 23 Ocean 11.84
4 Marine science and technology 15.38 24 Modelling 11.56
5 Expert 15.38 25 Online survey 11.56
6 Announcement 14.88 26 Books 11.56
7 Both countries 14.74 27 Development 11.56
8 Implementation 14.74 28 Direction 10.99
9 Workshop 14.55 29 Yellow Sea 10.99
10 Latin America 14.45 30 Climate change 10.99
11 Remote sensing 14.33 31 Korea-China 10.99
12 Proceeding 14.23 32 Protection 10.99
13 Topic 14.17 33 Performance achievement 10.99
14 Cooperation 14.09 34 Technology 10.75
15 Korea 13.82 35 Share 10.75
16 People's Republic of China 13.18 36 Change 9.94
17 Oceanic environment 13.18 37 Current status 9.94
18 Exchange 13.10 38 Joint 9.94
19 Discussion 13.10 39 Development 9.87
20 Use 12.42 40 Nation 9.87

Table 29.

Classification of Country for the Symposium DB

Classification of country No. of Units Classification of country No. of Units
CL 1 AU, KR 1
CN 1 FR, DE, KR 1
DE 1 FR, KR, DE, DK 1
FR 3 IT, KR 1
GB 1 KR, AU 1
IN 1 KR, CH 7
IS 1 KR, CN 9
IT 1 KR, DE 2
JP 11 KR, FR 6
KR 831 KR, ID 1
MN 1 KR, IT 3
NP 1 KR, JP 15
SE 2 KR, JP, CN 12
SG 1 KR, MY 1
TH 2 KR, RU 1
US 5 KR, SE 1
KR, SG 2
KR, US 8
- - KR, US, FR 4
KR, ZA 1
MN, KR 1
TW, US 1
Total 864 Total 80

Table 30.

Host Institutions for the Consortium DB

Classification of country No. of Units
1 institution 712
2 or more institutions 230
Not entered 2
Total 944

Table 31.

Keywords and Frequency Related to the Introduction of the Symposium DB

Rank Word Frequency of Emergence TF-IDF Rank Word Frequency of Emergence TF-IDF
1 Topic 226 341.62 21 Place 80 197.6023
2 Announcement 183 311.77 22 Future 74 196.0868
3 Host 182 310.07 23 Domestic 75 194.3236
4 Discussion 191 309.25 24 Plan 72 188.6377
5 Proceeding 173 308.50 25 Procurement 74 187.6204
6 Expert 179 303.91 26 Current status 64 177.8581
7 Research 138 285.49 27 Development 66 176.9192
8 Etc. 148 281.94 28 People's Republic of China 60 175.6472
9 Share 133 264.33 29 Performance achievement 59 164.9891
10 Korea 120 262.26 30 Nation 53 161.9302
11 Domestic and foreign 127 261.66 31 Cooperation 56 161.741
12 Japan 111 248.01 32 Participation 56 158.6
13 Field 104 238.80 33 Invitation 54 153.9266
14 This time 106 231.6647 34 Case 51 152.4558
15 Debate 103 231.1687 35 Education 47 151.7423
16 Seeking 98 221.947 36 Direction 51 151.382
17 International 91 218.1111 37 Professor 44 151.2843
18 Related 83 209.325 38 East Asia 46 149.774
19 World 82 206.803 39 Each country 51 149.3001
20 Symposium 779 198.3997 40 Between 50 148.4138