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Title Classification and clustering for knowledge discovery / Saman K. Halgamuge, Lipo Wang (eds.)
Published Berlin ; New York : Springer, ©2005


Description 1 online resource (xi, 356 pages) : illustrations
Series Studies in computational intelligence, 1860-949X ; v. 4
Studies in computational intelligence ; v. 4. 1860-949X
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
machine vision
computer techniques
computer software
operationeel onderzoek
operations research
toegepaste wiskunde
applied mathematics
computational science
kunstmatige intelligentie
artificial intelligence
pattern recognition
Engineering (General)
Techniek (algemeen)
Bibliography Includes bibliographical references
Notes English
Print version record
In Springer eBooks
Subject Knowledge acquisition (Expert systems) -- Congresses
Data mining -- Congresses
Fuzzy systems -- Congresses
Artificial intelligence.
artificial intelligence.
computer-aided designs (visual works)
applied mathematics.
Systèmes flous.
Acquisition des connaissances (Systèmes experts)
Exploration de données (Informatique)
Data mining
Fuzzy systems
Knowledge acquisition (Expert systems)
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Halgamuge, Saman K
Wang, Lipo
ISBN 9783540324041