This volume presents theories, models, algorithms, and applications in clustering, classification, and visualization. It also includes applications of clustering, classification, and visualization in various fields such as marketing, recommendation system, biology, sociology, and social survey. The contributions give insight into new models and concepts and show the variety of research in clustering, classification, and visualization.
Author(s): H.-H. Bock (auth.), Wolfgang Gaul, Hans-Hermann Bock, Tadashi Imaizumi, Akinori Okada (eds.)
Series: Studies in Classification, Data Analysis, and Knowledge Organization
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 208
Tags: Computational Biology/Bioinformatics; Business/Management Science, general; Data Mining and Knowledge Discovery; Statistics and Computing/Statistics Programs
Front Matter....Pages 1-10
Front Matter....Pages 1-1
Analyzing Symbolic Data....Pages 3-12
Constraining Shape and Size in Clustering....Pages 13-25
Dissolution and Isolation Robustness of Fixed Point Clusters....Pages 27-39
ADCLUS....Pages 41-51
Density-Based Multidimensional Scaling....Pages 53-60
Classification of Binary Data Using a Spherical Distribution....Pages 61-69
Fuzzy Clustering Based Regression with Attribute Weights....Pages 71-80
Polynomial Regression on a Dependent Variable with Immeasurable Observations....Pages 81-88
Front Matter....Pages 1-1
Feedback Options for a Personal News Recommendation Tool....Pages 91-98
Classification in Marketing Science....Pages 99-106
Deriving a Statistical Model for the Prediction of Spiralling in BTA Deep-Hole-Drilling from a Physical Model....Pages 107-114
Analyzing Protein–Protein Interaction with Variant Analysis....Pages 115-122
Estimation for the Parameters in Geostatistics....Pages 123-130
Identifying Patients at Risk....Pages 131-140
Sequential Multiple Comparison Procedure for Finding a Changing Point in Dose Finding Test....Pages 141-149
Semi-supervised Clustering of Yeast Gene Expression Data....Pages 151-159
Event Detection in Environmental Scanning....Pages 161-168
Front Matter....Pages 1-1
External Asymmetric Multidimensional Scaling Study of Regional Closeness in Marriage among Japanese Prefectures....Pages 171-178
Socioeconomic and Age Differences in Women's Cultural Consumption: Multidimensional Preference Analysis....Pages 179-187
Analysis of Purchase Intentions at a Department Store by Three-Way Distance Model....Pages 189-196
Front Matter....Pages 1-1
Facet Analysis of the AsiaBarometer Survey....Pages 197-204
Back Matter....Pages 1-3