지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.11 No.1
- 발행연도
- 2016.1
- 수록면
- 247 - 256 (10page)
이용수
초록· 키워드
오류제보하기
This paper proposes Context-Awareness Healthcare for Disease Reasoning based on Fuzzy Logic. It consists of a Fuzzy-based Context-Awareness Module (FCAM) and a Fuzzy-based Disease Reasoning Module (FDRM). The FCAM computes a Correlation coefficient and Support between a Condition attribute and a Decision attribute and generates Fuzzy rules by using just the Condition attribute whose Correlation coefficient and Support are high. According to the result of accuracy experiment using a SIPINA mining tool, those generated by Fuzzy Rule based on Correlation coefficient and Support (FRCS) and Improved C4.5 are 0.84 and 0.81 each average. That is, compared to the Improved C4.5, the FRCS reduces the number of generated rules, and improves the accuracy of rules. In addition, the FDRM can not only reason a patient’s disease accurately by using the generated Fuzzy Rules and the patient disease information but also prevent a patient’s disease beforehand.
목차
Abstract
1. Introduction
2. Related works
3. Context-Awareness Healthcare for Disease Reasoning based on Fuzzy Logic
4. Analysis
5. Conclusion
References
참고문헌 (26)
참고문헌 신청
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Hojker S. KI, Jauk A., Fidler V. and Porenta M., “Expert system’s development in the management of thyroid diseases,” Paper presented at: European Congress for Nuclear Medicine, Milano, Sep., 1988.
Horn W., “AI in medicine on its way from knowledge- intensive to data-intensive systems,” Artificial Intelligence in Medicine, vol.23, no.1, pp. 5-12, 2001.
Quinlan R. CP, Horn KA and Lazarus L., “Inductive knowledge acquisition: a case study. In: JR Q.,” Applications of expert systems. Boston: Addison- Wesley, pp. 137-156, 1987.
Zupan B. and Dzeroski S., “Acquiring background knowledge for machine learning using function decomposition: a case study in rheumatology,” Artificial Intelligence Medicine, vol.14, no.1-2, pp. 101-117, 1998.
Hojker S. KI, Jauk A., Fidler V. and Porenta M., “Expert system’s development in the management of thyroid diseases,” Paper presented at: European Congress for Nuclear Medicine, Milano, Sep., 1988.
Horn W., “AI in medicine on its way from knowledge- intensive to data-intensive systems,” Artificial Intelligence in Medicine, vol.23, no.1, pp. 5-12, 2001.
Quinlan R. CP, Horn KA and Lazarus L., “Inductive knowledge acquisition: a case study. In: JR Q.,” Applications of expert systems. Boston: Addison- Wesley, pp. 137-156, 1987.
Zupan B. and Dzeroski S., “Acquiring background knowledge for machine learning using function decomposition: a case study in rheumatology,” Artificial Intelligence Medicine, vol.14, no.1-2, pp. 101-117, 1998.
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UCI(KEPA) : I410-ECN-0101-2016-560-002304185