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나이브베이즈 분류모델과 협업필터링 기반 지능형 학술논문 추천시스템 연구
이상기,이병섭,박병용,황혜경,Lee, Sang-Gi,Lee, Byeong-Seop,Bak, Byeong-Yong,Hwang, Hye-Kyong 한국과학기술정보연구원 과학기술정보센터 2010 Journal of Information Science Theory and Practice Vol.41 No.4
정보기술과 인터넷의 발달로 학술정보가 폭발적으로 증가하고 있다. 정보 과잉으로 인해 연구자들은 필요한 정보를 찾거나 필터링하는데 더 많은 시간과 노력을 투입하고 있다. 이용자들이 원하는 정보를 예측하여 관심 가질만한 정보를 선별하여 추천하는 시스템을 전문가시스템, 데이터마이닝, 정보검색 등 다양한 분야에서 오래 전부터 연구하여 왔다. 최근에는 콘텐츠기반추천시스템과 협업필터링을 결합하거나 다른 분야 모델을 접목한 하이브리드 추천시스템으로 발전하고 있다. 본 연구에서는 기존 추천시스템 문제를 해결하고 대규모 정보센터나 도서관에서 학술논문을 효율적이고 지능적으로 추천하기 위해 협업필터링과 나이브베이즈모델을 결합한 새로운 방식의 추천시스템을 제시하였다. 즉, 협업필터링 방식으로 과도한 특성화(Over-specialization) 문제를 해결하고, 나이브베이즈모델을 통해 평가정보나 이용정보가 부족한 신규콘텐츠 추천문제를 해소하였다. 본 모델을 검증하기 위해 한국과학기술정보연구원 NDSL에서 제공하는 식품과 전기 분야 학술논문에 적용하여 실험하였다. 현재 NDSL 이용자 4명에게 피드백을 받은 결과 추천논문에 상당히 만족하는 것으로 나타났다. Scholarly information has increased tremendously according to the development of IT, especially the Internet. However, simultaneously, people have to spend more time and exert more effort because of information overload. There have been many research efforts in the field of expert systems, data mining, and information retrieval, concerning a system that recommends user-expected information items through presumption. Recently, the hybrid system combining a content-based recommendation system and collaborative filtering or combining recommendation systems in other domains has been developed. In this paper we resolved the problem of the current recommendation system and suggested a new system combining collaborative filtering and Naive Bayes Classification. In this way, we resolved the over-specialization problem through collaborative filtering and lack of assessment information or recommendation of new contents through Naive Bayes Classification. For verification, we applied the new model in NDSL's paper service of KISTI, especially papers from journals about Sitology and Electronics, and witnessed high satisfaction from 4 experimental participants.
당뇨로 인한 우측(右側 ) 족저부(足底部) 및 좌수지(左手指) 궤양(潰瘍)을 동반한 환자 치험 1 예
이상기,이경로,송정모,Lee, Sang-Gi,Lee, Kyung-Lo,Song, Jeong-Mo 사상체질의학회 2004 사상체질의학회지 Vol.16 No.3
1. Objectives Besides Diabetes Mellitus, its complications are matter of concerns as well. Its following complications are cardiovascular disease, glomerulopathy, retinopathy, neuropathy and diabetic gangrene. These complications can cause overall damage in major organs. In traditional oriental medicine it has been perceived that gangrene is mainly caused by "hwa(火)" but under sasang constitutional medicine its has been diagnosed as Taeumin superficial-disease(太陰人 表病) and Taeumin Jowiseungchung-tang(調胃升淸湯) was prescribed. As a result, significal improvments was noted and thefore we report the outcome. 2. Methods We have given Taeumin Jowiseungchung-tang(太陰人 調胃升淸湯) to a patient for treating diabetes complications. 3. Results This patient was treated with Sasang Constitional Medicine and acupuncture for about three weeks. After treatment, ulcer and whole body edema were improved considerbly. 4. Conclusions We have dianosed the patient as Taeumin superficial-disease(太陰人 表病) by undergoing several diagnostic method used in sasang constutional medicine. Therefore we have given Taeumin Jowiseungchung-tang(太陰人 調胃升淸湯) to the patient and has obtained satisfactory results in curing several diabetic complications especially ulcer due to diabetes.