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Design of the Curation Platform for User-participated Book Recommendation System of Selecting on Alternative Material for the Disabled

대체자료 선정을 위한 이용자 참여형 도서 추천 큐레이션 플랫폼 설계

  • 조현양 (경기대학교 인문대학 문헌정보학과)
  • Received : 2020.08.03
  • Accepted : 2020.08.18
  • Published : 2020.08.31

Abstract

The purpose of this study is to design and develop a alternative material recommendation system using automatic classification, based on user preference. Details of usage data by users from DREAM was analysed in order to develop the way of a method on selecting proper alternative material, and then the data by user preference were allocated under each category of 10 KDC categories. The keyword, selected from the title of users' usage data from a certain period of time, were divided into 10 subject categories and ranked by the order of frequency of appearance. Books including high frequency of the keyword in title can be selected as a preferred target for producing alternative materials. Lastly, a dynamic linkage for sharing usage data among National Library for the Disabled and other libraries is proposed to produce more proper alternative materials, based on user preference.

이 연구의 목적은 이용자 선호도 및 관심분야 정보 수집을 위한 웹 기반의 프로파일링 모델을 활용하여 이용자 선호도 기반의 대체자료 추천 시스템의 개발과 정보 추천 모델의 핵심이 되는 도서자동분류엔진을 설계하고 시범 구축하는 것이다. 이용자 선호도 기반의 대체자료 선정 방법론을 개발하기 위해 국가대체자료공유시스템인 DREAM의 이용자 대체자료 이용 내역을 분석하여 KDC의 10개 주제 분야별 대체자료에 대한 이용자 선호도를 조사하였다. 이용 내역 데이터의 표제 정보를 분석하여 주제 분야별로 그리고 조사대상 기간별로 관심 키워드를 도출하였으며, 도출된 키워드를 주제 분야별로 순위화하였다. 주제별과 기간별로 순위화된 키워드는 이용자 선호도를 나타내는 것으로 출판된 도서 가운데 대체자료 제작 대상을 선정하는데 활용할 수 있다. 또한 이용자 선호도 기반의 대체자료 선정을 위하여 국립장애인도서관의 내부 데이터뿐만 아니라 타 도서관이나 다양한 유관 기관의 서비스 및 이용 내역을 반영하기 위한 연계방안을 제안하였다.

References

  1. Kang, seong-goo and Lim, Kyoung-won. 2018. "A Study on the Change of Production Strategy and Environment for Alternative Material for Person with Special Needs." Journal of the Korean Library and Information Science Society, 48(4): 283-301. https://doi.org/10.16981/kliss.48.201712.283
  2. National Library for the Disabled. 2017. The Study on the Development of Strategic Service Planning for Alternative Materials Using Big Data Analysis. Seoul: National Library for the Disabled.
  3. National Library for the Disabled. 2019. 2019 The Investigation on Current State of Library Services for the Disabled. Seoul: National Library for the Disabled.
  4. Kwon, Hyeog-In et al. 2015. "A Study of a Personalized Curation Services and Business Model based on Book Information." Journal of Information Technology Services, 14(1): 251-262. https://doi.org/10.9716/KITS.2015.14.1.251
  5. Kim, M. J. et al. 2018. "Automatic Keyword Extraction in News Articles for Trend Tracking." Proceedings of the Korean Society of Broadcast Engineers Conference, 146-148.
  6. Kim, Suah, Jho, Hee-Sun and Lee, Hyun Ah. 2015. "Automatic Classification of Blog Posts Considering Category-specific Information." Journal of the Korean Society of Marine Engineering, 39(1): 58-62. https://doi.org/10.5916/jkosme.2015.39.1.58
  7. Presidential Committee on Library and Information Policy of Korea. 2019. Comprehensive Plans for Libraries in Korea: 2019-2023. Seoul: Presidential Committee on Library and Information Policy of Korea.
  8. Baek, Jae-Eun. 2016. "The Study about Analyzing the Present Situation of Alternative Formats for Bibliotherapy of the Disabled People." Journal of the Korean Society for Library and Information Science, 50(4): 165-184. https://doi.org/10.4275/KSLIS.2016.50.4.165
  9. Ahn, Hee-Jung, Kim, Kee-Won and Kim, Seung-Hoon. 2017. "Personalized Book Curation System based on Integrated Mining of Book Details and Body Text." Journal of Information Technology Applications & Management, 24(1): 33-43. https://doi.org/10.21219/jitam.2017.24.1.033
  10. Oh, Seonkyung. 2017. "A Study on the Improvement and the Production State of Alternative Materials of Special Libraries for the Visually Disabled in Korea." Journal of the Korean Society for Library and Information Science, 51(3): 215-246. https://doi.org/10.4275/KSLIS.2017.51.3.215
  11. Yoon, Sung Hee. 2016. "Personalized Web Search using Query based User Profile." Journal of the Korea Academia-Industrial Cooperation Society, 17(2): 690-696. https://doi.org/10.5762/KAIS.2016.17.2.690
  12. Yoon, Hee-Yoon. 2010. "Analysis of Alternative Formats Development Policy for the Disabled Persons in the Major Countries." Journal of the Korean Library and Information Science Society, 41(1): 29-49. https://doi.org/10.16981/kliss.41.1.201003.29
  13. Lee, Jeong-Mee. 2013. "Understanding Big Data and Utilizing its Analysis into Library and Information Services." Journal of the Korean Biblia Society for Library and Information Science, 24(4): 53-73. https://doi.org/10.14699/kbiblia.2013.24.4.053
  14. Jang, Bo-Seong, Suh, Mandeok, and Nam, Young-Joon. 2012. "The Analysis Research about Library Service for the Disabled in Korea." Journal of the Korean Biblia Society for Library and Information Science, 23(2): 87-107.
  15. Cho, Hyun-Yang. 2017. "A Experimental Study on the Development of a Book Recommendation System Using Automatic Classification, Based on the Personality Type." Journal of the Korean Library and Information Science Society, 48(2): 215-236. https://doi.org/10.16981/kliss.48.201706.215
  16. Han, Heejun, Choi, Yunsoo and Choi, Sung-Pil. 2018. "A Study on Personalization of Science and Technology Information by User Interest Tracking Technique." Journal of the Korean Society for Library and Information Science, 52(3): 5-33. https://doi.org/10.4275/KSLIS.2018.52.3.005
  17. Mikolov, T. et al. 2013. "Efficient estimation of word representations in vector space." arXiv preprint arXiv: 1301.3781. pp. 1-12.
  18. Mikolov, T., Yih, W. T. and Zweig, G. 2013, June. "Linguistic regularities in continuous space word representations." In hlt-Naacl, vol. 13, pp. 746-751.
  19. National Library for Disabled. DREAM - Direct Rapid Easy Accessible Material Service. [online] [cited 2020. 7. 14.]