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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Souad, G. Tayeb, L.M. |
| Copyright Year | 2012 |
| Description | Author affiliation: LRS Laboratory, Badji Mokhtar University, Annaba, Algeria (Souad, G.) || LRI Laboratory, Badji Mokhtar University, Annaba, Algeria (Tayeb, L.M.) |
| Abstract | Case-Based Reasoning (CBR) is a technique which consists of learning from past experiences. Its use is very interest in domains where experience plays an important role in the resolution of new problems, which is the case in medical diagnosis. This paper presents a decision making support system based on CBR and applied to the diagnosis of Chronic Obstructive Pulmonary Disease (COPD), a dangerous respiratory disease bound to tobacco. In medical activity, the physicians are often in situations where they have to make decision whereas they have not all necessary data then they are essentially based on their experiences to find the most probable diagnosis. Our system aims to reproduce this behavior of physicians by estimating similarity on attributes with missing data in the most important stage of CBR process consisting to retrieve the most similar case. We have proposed implemented and tested three ideas to find the real diagnosis of cases which have missing data. Some heuristics functions have been also developed for measuring similarity on attributes with symbolic nature. Preliminary experimentations of these ideas and heuristics have proved a good impact on results. |
| Starting Page | 1 |
| Ending Page | 6 |
| File Size | 351628 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781467347648 |
| e-ISBN | 9781467347662 |
| DOI | 10.1109/ICoCS.2012.6458526 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-11-05 |
| Publisher Place | Morocco |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Phase measurement CBR Diagnosis of COPD Cognition Medical Decision-Making Support System Case-Based Reasoning Medical diagnostic imaging Diseases |
| Content Type | Text |
| Resource Type | Article |
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