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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Bouchachia, A. Mittermeir, R. |
| Copyright Year | 2003 |
| Description | Author affiliation: Dept. of Inf.-Syst., Klagenfurt Univ., Austria (Bouchachia, A.; Mittermeir, R.) |
| Abstract | This paper describes a fuzzy neural approach adopted for information retrieval. After a thematic analysis of documents that produces two conceptual sets called themes and rhemes, a fuzzy representation is derived. The fuzzy representation reflects the hierarchical nature of texts and suggests the use of type-2 fuzzy sets. It is then translated into a cascade of two neural networks. The first level in this cascade is a fuzzy associative memory network (FAM) which maps rhemes to themes and the second level consists of a fuzzy adaptive resonance theory network (Fuzzy ART) which relates themes to document categories. The approach was experimentally evaluated. |
| Sponsorship | Int. Neural Network Soc. IEEE Neural Networks Soc |
| Starting Page | 1915 |
| Ending Page | 1920 |
| File Size | 496982 |
| Page Count | 6 |
| File Format | |
| ISBN | 0780378989 |
| ISSN | 10987576 |
| DOI | 10.1109/IJCNN.2003.1223700 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2003-07-20 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Information retrieval Fuzzy sets Optical computing Uncertainty Fuzzy neural networks Neural networks Natural language processing Computational intelligence Intelligent agent Competitive intelligence |
| Content Type | Text |
| Resource Type | Article |
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