참고문헌
- Arun, R., Suresh, V., Veni Madhavan, C. E., Narasimha Murthy, M. N. (2010). On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations. In: Zaki, M. J., Yu, J. X., Ravindran, B., Pudi, V. (Eds.), Advances in Knowledge Discovery and Data Mining. PAKDD 2010. Lecture Notes in Computer Science, (Vol. 6118, pp. 391-402). Springer. https://doi.org/10.1007/978-3-642-13657-3_43
- Atikah, S., & Jonathan, M. S. (2020). A systematic literature review of personalized learning terms. Smart Learning Environments, 7(1), 33. https://doi.org/10.1186/s40561-020-00140-9
- Bae, J. (2023). A study on the aspects and emergence characteristics of elementary learned readers' literature response: Using latent dirichlet allocation analysis. Doctoral thesis. Korea National University of Education.
- Bae, S. (2021, December 23). Non-face-to-face learning platform "On-school" achieves great results... Tailored to follow your dreams and aptitude Education. Segye Ilbo. https://www.segye.com/newsView/20211222513141
- Basham, J. D., Hall, T. E., Carter, R. A., & Stahl, W. M. (2016). An Operationalized Understanding of Personalized Learning. Journal of Special Education Technology, 31(3), 126-136. https://doi.org/10.1177/0162643416660835
- Bayly-Castaneda, K., Ramirez-Montoya, M. S. & Morita-Alexander, A. (2024). Crafting personalized learning paths with AI for lifelong learning: a systematic literature review. Frontiers in Education, 9, 1424386. https://doi.org/10.3389/feduc.2024.1424386
- BIG KINDS. (2023). Analysis of Customized Education Relationship Diagram. Retrieved from https://www.bigkinds.or.kr/v2/news/search.do;Bigkinds=5E6052BE25984732E93B53787B882D26 on October 17, 2023.
- Blei, D., Ng, A., & Jordan, M. (2003). Latent Dirichlet allocation. Journal of Machine Learning Research, 3, 993-1022. https://doi.org/10.7766/orbit.v1.2.44
- Cao, J., Xia, T., Li, J., Zhang, Y., & Tang, S. (2009). A density-based method for adaptive LDA model selection. Neurocomputing, 72(7-9), 1775-1781. https://doi.org/10.1016/j.neucom.2008.06.011
- Cho, J. (2021, October 28). "Personalized matching for education and employment"... Differentiating youth policy. Munhwa Ilbo. https://www.munhwa.com/news/view.html?no=2021102801070527328001
- Choi, S. (2005). An analysis of newspaper articles an early childhood education. Early Childhood Education Research & Review, 9(1), 179-199.
- Choi, S., & Park, H. W. (2020). A study on the trend of topic modeling in South Korea using KCI journal publications. Journal of The Korean Data Analysis Society, 22(2), 815-826.
- Choi, Y. I., Hong, S. J., & Park, J. H. (2019). A study on the development of a program for data-based differentiated instructional design for the Korean language trainee teachers. Journal of Teacher Education Research, 58(2), 221-236. http://dx.doi.org/10.15812/ter.58.2.201906.221
- Deveaud, R., SanJuan, E., & Bellot, P. (2014). Accurate and effective latent concept modeling for ad hoc information retrieval. Document Numerique, 17, 61-84. https://doi.org/10.3166/dn.17.1.61-84
- Dick, W., Carey, L., & Carey, J. O. (2015). The systematic design of instruction (8th ed.). Pearson.
- DiMaggio, P., Nag, M., & Blei, D. (2013). Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of US government arts funding. Poetics, 41(6), 570-606. https://doi.org/10.1016/j.poetic.2013.08.004
- Do, J., Eur, J., Na, Y. J., & Kim, S. (2022). A study of teachers' use and perception of learning analytics based dashboard for customized education. The Journal of Korean Teacher Education, 39(4), 261-289. http://dx.doi.org/10.24211/tjkte.2022.39.4.261
- Gong, S. B. (2021, December 29). Incheon City operates "Youth Personalized Financial Planning Program." Dong-A Ilbo. https://www.donga.com/news/Society/article/all/20211228/110992181/1
- Government Ministries Joint Committee. (2022, August 22). Comprehensive plan for nurturing digital talent.
- Griffiths, T. L., & Steyvers, M. (2004). Finding scientific topics. Proceedings of the National Academy of Sciences, 101(1), 5228-5235. https://doi.org/10.1073/pnas.0307752101
- Hughey, J. (2020). Individual personalized learning. Educational Considerations, 46(2), https://doi.org/10.4148/0146-9282.2237
- Hwang, M. K. (2019, December 8). "AI teaches people" EduTech market grows rapidly. Chosun Ilbo. https://biz.chosun.com/site/data/html_dir/2019/12/07/2019120701294.html
- Jeong, J. R. (2019, October 26). Ulsan innovative education in full swing "Creating a school you want to go to." Donga Ilbo. https://www.donga.com/news/Society/article/all/20181025/92592721/1
- Joo, J. H. (2023). The real and issues of individually adaptive artificial intelligence education. Educational Criticism, -(52), 23-63. http://dx.doi.org/10.23119/er.2023..52.23
- Jung, H. Y., & Hong, H. J. (2021). An analysis on customized education research trends in the era of the 4th Industrial Revolution through text mining. Research on Educational Methods, 33(30), 433-454.
- Jung, Y., & Kim, H. (2020). A study on the school library research trends using topic modeling. Journal of Korean Library and Information Science Society, 51(3), 103-121. https://doi.org/10.16981/kliss.51.3.202009.103
- Kang, J., & Lee, H. (2020). Research trends in managerial coaching leadership in Korea using topic modeling and keyword network analysis. Andragogy Today: Interdisciplinary Journal of Adult & Continuing Education, 23(4), 181-210. https://doi.org/10.22955/ace.23.4.202011.181
- Kang, M. J., & Baek, P. G. (2022). Analysis of research trends in tax compliance using topic modeling. Journal of the Korean Society of Contents, 22(1), 99-115. https://doi.org/10.5392/JKCA.2022.22.01.099
- Kim, D. (2019, December 3). Daegu Metropolitan Office of Education promotes expansion of basic academic ability improvement project next year. Segye Ilbo. https://m.segye.com/view/20191202513300
- Kim, H. (2020, November 10). "Add friends on KakaoTalk like this" Personalized digital education robot Rico is popular. Seoul Newspaper. https://go.seoul.co.kr/news/newsView.php?id=20201111014005
- Kim, J. (2023, September 20). KT Daegu Gyeongbuk Headquarters, personalized coding education for students with disabilities. Hankook Ilbo. https://m.hankookilbo.com/News/Read/A2023092014290001678
- Kim, K. (2021, November 23). Personalized education that reflects student characteristics... Establishment of distance education operation standards. Seoul Newspaper. https://www.seoul.co.kr/news/society/educationnews/2021/11/23/20211123500060
- Kim, M., Yoon, G., & Park, J. (2020). An Exploratory Research on Learning Competency based Personalized Learning in K University. Journal of Practical Engineering Education, 12(1), 49-60. http://dx.doi.org/10.14702/JPEE.2020.049
- Kim, N. (2023, September 26). Now, even students with immigrant backgrounds are Korean talent... government prepares various support measures. Kyunghyang Shinmun. https://www.khan.co.kr/national/education/article/202309261400001
- Kim, T. (2019, April 30). SBA, "Customized technical talent training program based on corporate demand" Recruitment of operating institutions. Seoul Newspaper. https://www.seoul.co.kr/news/newsView.php?id=20190430500021
- Kim, Y. (2023, September 14). Innovation in local education... Inducing employment and settlement of excellent talent. Segye Ilbo. https://www.segye.com/newsView/20230914515881
- Mun, B. (2019, September 6). South Korean government to introduce AI-based personalized learning service to public education. Korea IT News. https://english.etnews.com/20190906200002
- Kyunghyang Newspaper. (2019, December 2). Winners selected for the 14th Kyunghyang Financial Education Awards. Kyunghyang Newspaper. https://www.khan.co.kr/opinion/notice/article/201912022135035
- Lee, D. (2021, December 15). "High-Touch High-Tech" education opens the future standing tall as a regional innovative university. Hankook Ilbo. https://www.hankookilbo.com/News/Read/A2021120614500000711
- Lee, D. R. (2019, December 12). Nurturing globally customized talent through university specialization and educational innovation. Hankook Ilbo. https://www.hankookilbo.com/News/Read/201912121023091805
- Lee, H. (2022, January 13). "Let's prevent COVID-19 learning and emotion deficit"... Ministry of Education, provincial and provincial offices of education, investing KRW 9.4 trillion this year. Kyunghyang newspaper. https://www.khan.co.kr/national/education/article/20220113150200
- Lee, H. G., Cho, Y. H., &Keum, S. Y. (2022). Elementary school teachers' perceptions on personalized instructional design using learner data. Journal of Educational Technology, 38(1), 37-67.
- Lee, H. J. (2021, October 24). 7,200 students from "Teacher Lon g Legs" program at middle and high schools in Seoul, learning about COVID-19 through personalized learning support close mentoring for emotionally deficient student. Kyunghyang newspaper. https://www.khan.co.kr/national/education/article/202110241022001
- Lee, Y. J. (2021, June 2). Within a year of Corona, the number of middle school and high school students doubled...government "Serious learning deficit." Hankook Ilbo. https://m.hankookilbo.com/News/Read/A2021060118240000883?did=NA
- Lim, J. (2021, September 2). Incheon University, Incheon Metropolitan Office of Education and local high school credit system Education Cooperation Agreement. University Journal. https://m.dhnews.co.kr/news/view/179523681352523
- Lim, M. S. (2019, October 28). [My Neighborhood Luxury Administration] Let's play together with children, natives and immigrants Barriers have disappeared. Hankook Ilbo. https://www.hankookilbo.com/News/Read/201910271482344730
- Lim, Y. S. (2023). Issue analysis using topic modeling: Focusing on hatred articles in national daily newspapers. Journal of the Korean Data Analysis Society, 25(1), 431-443. https://doi.org/10.37727/jkdas.2022.25.1.431
- Ministry of Education. (2020). First Implementation of Online Opening for the New School Year for Elementary, Middle, High, and Special Education Schools.
- Ministry of Education. (2021). Key points of the 2022 revised national curriculum (draft).
- Ministry of Education. (2023). Digital-based education innovation plan.
- Ministry of Education. (2024). Support plan for strengthening digital-based education innovation capabilities.
- Myeong, J. W. (2023, September 13). Gyeonggi-do Office of Education, pilot introduction of 'AI platform' to help school classes... "Expansion across the board next year" Seoul Newspaper. https://www.seoul.co.kr/news/society/education-news/2023/09/13/20230913500111
- Na, S., Kim, J., Ahn, J., & Jung, M. (2016). Trend analysis using topic modeling for simulation studies. Journal of The Korea Society for Simulation, 25(3), 107-116.
- Nahm, C. (2016). An illustrative application of topic modeling method to a farmer's diary. Cross-Cultural Studies, 22(1), 89-135.
- Park, G. (2021, January 5). Hee-yeon Jo, "Improved basic academic skills after being a cooperative teacher in elementary and middle school." Segye Ilbo. https://www.segye.com/newsView/20210105514785
- Park, H. S. (2021, October 15). Our children's medical foundation starts "Medical Edutech" for children and adolescents. Kyunghyang Newspaper. https://www.khan.co.kr/national/health-welfare/article/202110151525001
- Park, I. W. (2015). A conceptual analysis on teaching and instruction, instructional theory, and instructional design theory. Journal of Educational Technology, 31(3), 633-653.
- Park, J. G. (2023, March 22). Identify student knowledge level with AI and provide personalized content... 2025 "Mathematics, English, and Information" introduced first. Munhwa Ilbo. https://www.munhwa.com/news/view.html?no=2023032201032021022001
- Park, J. H. (2023, October 12). Gangnam, leading the future 4th industry... Leading the way in nurturing youth digital talent. Seoul Newspaper. https://go.seoul.co.kr/news/newsView.php?id=20231012012005
- Park, J. M. (2019, December 18). Youth employment through customized employment and start-up know-how Breaking through. Dong-A Ilbo. https://www.donga.com/news/Society/article/all/20191218/98849549/1
- Park, S. (2021, July 30). After neglecting the gap in academic achievement for 4 years... belatedly "school tutoring." Chosun Ilbo. https://www.chosun.com/national/education/2021/07/30/KXCYTP7WKBCKTGV3VN2RQSOIRQ/
- Seo, J. Y., & Shin, S. H. (2023). Exploring the effectiveness of major-friendly sw basic education. Journal of the Korea Digital Contents Society, 24(3), 541-549. https://doi.org/10.9728/dcs.2023.24.3.541
- Shemshack, A., & Spector, J. M. (2021). A comprehensive analysis of personalized learning components. Journal of Computers in Education, 8(4), 485-503. https://doi.org/10.1007/s40692-021-00188-7
- Shin, C. H. (2019). Neo Education. Parkyoungstory
- Shin, J. (2019, April 22). Yeongjin University breaks through barriers to employment through national technology project. Korea University Newspaper. https://news.unn.net/news/articleView.html?idxno=211023
- Sohn, S., Hwang, H., & Jang, Y. (2011). An analysis of Korean media's education reporting and news values. Media & Education, 1(1), 115-145.
- Sung, J. H. (2023). Analysis of functions and applications of intelligent tutoring system for personalized adaptive learning in mathematics. Mathematics Education, 62(3), 303-326.
- Tang, Y., & Wang, W. (2018). A Literature Review of Personalized Learning Algorithm. Open Journal of Social Sciences, 6, 119-127. https://doi.org/10.4236/jss.2018.61009
- The JungAng (2018, February 13). Creating a happy world together, nurturing future talent and taking the lead in resolving social issues. The JungAng. https://www.joongang.co.kr/article/22367458
- Wallace, B. (2012), Multiple Narrative Disentanglement: Unraveling Infinite Jest. In Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 1-10. https://aclanthology.org/N12-1001
- Yang, J. Y., & Koo, J. H. (2021). A topic analysis of college education using big data of news articles. Digital Convergence Research, 19(12), 11-20. https://doi.org/10.14400/JDC.2021.19.12.011
- Yeom, J., & Park, I. (2024). An analysis of AI-based personalized education activity system of elementary leading teachers based on activity theory. Journal of Korean Association for Educational Information and Media, 30(4), 1235-1260. http://dx.doi.org/10.24211/tjkte.2022.39.4.261
- Yoon, S., & Yoon, D. K. (2017). A trends analysis on disaster and safety management using topic modeling. Journal of Korean Society for Geospatial Information Science, 25(3), 75-85.
- Yun, W. (2021, December 21). CJ Freshway fosters food service experts. Establishment of a customized education system. Dong-A Ilbo. https://www.donga.com/news/Economy/article/all/20211221/110893832/1
- Zhang, X., Sun, J., and Deng, Y. (2023). Design and application of intelligent classroom for English language and literature based on artificial intelligence technology. Applied Artificial Intelligence, 37(1). https://doi.org/10.1080/08839514.2023.2216051
- Zhao, W., Chen, J. J., Perkins, R., Liu, Z., Ge, W., Ding, Y., & Zou, W. (2015). A heuristic approach to determine an appropriate number of topics in topic. Proceedings of the 12th Annual MCBIOS Conference. https://doi.org/10.1186/1471-2105-16-S13-S8