Title | ||
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Memory Organization as the Missing Link Between Case-Based Reasoning and Information Retrieval in Biomedicine |
Abstract | ||
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Mémoire proposes a general framework for reasoning from cases in biology and medicine. Part of this project is to propose a memory organization capable of handling large cases and case bases as occur in biomedical domains. This article presents the essential principles for an efficient memory organiza- tion based on pertinent work in information retrieval. Information retrieval sys- tems have been able to scale up to terabyte of data taking advantage of large da- tabases research to build Internet search engines. They search for pertinent documents to answer a query using term-based ranking and/or global ranking schemes. Similarly, CBR systems search for pertinent cases using a scoring function for ranking the cases. Mémoire proposes a memory organization based on inverted indexes, which may be powered by databases to search and rank ef- ficiently through large case bases. It can be seen as a first step toward large- scale CBR systems, and in addition provides a framework for tight cooperation between CBR and IR. |
Year | Venue | Keywords |
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2006 | international conference on case-based reasoning | score function,search engine,case base reasoning,information retrieval,inverted index |
Field | DocType | Citations |
Data science,Human–computer information retrieval,Information retrieval,Computer science,Biomedicine,Case-based reasoning,Memory organisation | Journal | 0 |
PageRank | References | Authors |
0.34 | 20 | 1 |
Name | Order | Citations | PageRank |
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Isabelle Bichindaritz | 1 | 532 | 55.74 |