| Description |
1 online resource (xi, 356 pages) : illustrations |
| Series |
Studies in computational intelligence, 1860-949X ; v. 4 |
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Studies in computational intelligence ; v. 4. 1860-949X
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| Contents |
1. The many faces of a Kohonen map / V. Lemaire and F. Clerot -- 2. Profiling network applications with fuzzy C-means and self-organizing maps / Timo Lampinen, Mikko Laurikkala, Hannu Koivisto and Tapani Honkanen -- 3. Monitoring shift and movement in data using dynamic feature maps / Damminda Alahakoon -- 4. Serendipity in text and audio information spaces : organizing and exploring high-dimensional data with the growing hierarchical self-organizing map / Michael Dittenbach, Dieter Merkl and Andreas Rauber -- 5. D-GridMST : clustering large distributed spatial databases / Ji Zhang and Han Liu -- 6. A probabilistic approach to mining fuzzy frequent patterns / Attila Gyenesei and Jukka Teuhola -- 7. Identifying interesting patterns in multidatabases / Chengqi Zhang, Jeffrey Xu Yu and Shichao Zhang -- 8. Comparison between five classifiers for automatic scoring of human sleep recordings / Guillaume Becq, Sylvie Charbonnier, Florian Chapotot, Alain Buguet, Lionel Bourdon and Pierre Baconnier -- 9. Prioritized fuzzy information fusion for handling multi-criteria fuzzy decision-making problems / Shi-Jay Chen and Shyi-Ming Chen -- 10. Using boosting techniques to improve the performance of fuzzy classification systems / Tomoharu Nakashima and Hisao Ishibuchi -- 11. P-expert : implementation and deployment of large scale fuzzy expert advisory system / Andrew Chiou and Xinghuo Yu -- 12. Data mining and user profiling for an E-commerce system / Ken McGarry, Andrew Martin and Dale Addison -- 13. Soft computing models for network intrusion detection systems / Ajith Abraham and Ravi Jain -- 14. Use of fuzzy feature descriptions to recognize handwritten alphanumeric characters / G.E.M.D.C. Bandara, R.M. Ranawana and S.D. Pathirana -- 15. Soft computing paradigms for Web access pattern analysis / Xiaozhe Wang, Ajith Abraham and Kate A. Smith -- 16. Discovery of fuzzy multiple-level Web browsing patterns / Shyue-Liang Wang, Wei-Shuo Lo and Tzung-Pei Hong -- 17. Ontology-based fuzzy decision agent and its application to meeting scheduling support system / Chang-Shing Lee, Hei-Chia Wang and Meng-Ju Chang -- 18. A longitudinal comparison of supervised and unsupervised learning approaches to iso-resource grouping for acute healthcare in Australia / Eu-Gene Siew, Kate A. Smith, Leonid Churilov and Jeff Wassertheil -- 19. Data mining of missing persons data / K. Blackmore, T. Bossomaier, S. Foy and D. Thomson -- 20. Centralised strategies for cluster formation in sensor networks / Malka N. Halgamuge, Siddeswara M. Guru and Andrew Jennings -- 21. Adaptive fuzzy zone routing for wireless ad hoc networks / Tawan Thongpook -- 22. A new approach to building fuzzy classifications in sociological research with survey data / Yu. N. Blagoveschensky and G.A. Satarov |
| Summary |
Knowledge Discovery today is a significant study and research area. In finding answers to many research questions in this area, the ultimate hope is that knowledge can be extracted from various forms of data around us. This book covers recent advances in unsupervised and supervised data analysis methods in Computational Intelligence for knowledge discovery. In its first part the book provides a collection of recent research on distributed clustering, self organizing maps and their recent extensions. If labeled data or data with known associations are available, we may be able to use supervised data analysis methods, such as classifying neural networks, fuzzy rule-based classifiers, and decision trees. Therefore this book presents a collection of important methods of supervised data analysis. "Classification and Clustering for Knowledge Discovery" also includes variety of applications of knowledge discovery in health, safety, commerce, mechatronics, sensor networks, and telecommunications |
| Analysis |
engineering |
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machine vision |
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computertechnieken |
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computer techniques |
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computer software |
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operationeel onderzoek |
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operations research |
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toegepaste wiskunde |
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applied mathematics |
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computational science |
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kunstmatige intelligentie |
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artificial intelligence |
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patroonherkenning |
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pattern recognition |
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Engineering (General) |
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Techniek (algemeen) |
| Bibliography |
Includes bibliographical references |
| Notes |
English |
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Print version record |
| In |
Springer eBooks |
| Subject |
Knowledge acquisition (Expert systems) -- Congresses
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Data mining -- Congresses
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Fuzzy systems -- Congresses
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Artificial intelligence.
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Mathematics.
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artificial intelligence.
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computer-aided designs (visual works)
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applied mathematics.
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mathematics.
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Systèmes flous.
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Acquisition des connaissances (Systèmes experts)
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Exploration de données (Informatique)
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Ingénierie.
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Data mining
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Fuzzy systems
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Knowledge acquisition (Expert systems)
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Halgamuge, Saman K
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|
Wang, Lipo
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| ISBN |
9783540324041 |
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3540324046 |
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9783540260738 |
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3540260730 |
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6611390170 |
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9786611390174 |
|
