Data analysis, classification, and related methods

H.A.L. Kiers, Jean-Paul Rasson, P.J.F. Groenen, Martin Schader - Collection Studies in classification, data analysis, and knowledge organization

428 pages, parution le 20/04/2004

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Résumé

The volume presents new developments in data analysis and classification, and gives a state of the art impression of these scientific fields at the turn of the Millennium. Areas that receive considerable attention in this book are Cluster Analysis, Data Mining, Multidimensional and Symbolic Data Analysis, Decision and Regression Trees. The volume contains a refereed selection of original research papers, overview papers, and innovative applications presented at the 7th Conference of the International Federation of Classification Societies (IFCS-2000), with contributions from eminent scientists all over the world. The reader finds introductory material into various areas and kaleidoscopic views of recent technical and methodological developments in widely different areas within data analysis and classification. The presence of a large number of application papers demonstrates the usefulness of the recently developed techniques.

L'auteur - Jean-Paul Rasson

Professeur Faculte de Namur

Sommaire

Cluster Analysis
Cluster Analysis Based on Data Depth
Fuzzy Clustering
Means Clustering and Algorithm for Neural Networks
Special Purpose Classification Procedures and Applications
Oriented Dictionaries for Structuring Document Flows
Verification and Comparison of Clusterings
Dissimilarity Measures
Ultrametrics From Some Particular Dissimilarities
Missing Data in Cluster Analysis
Discrimination, Regression Trees, and Data Mining
Decision and Regression Trees
Neutral Networks and Data Mining
Pattern Recognition and Geometrical Statistics
Multivariate and Multidimensional Data Analysis
Multiway Data Analysis
Analysis of Network and Relationship Data and Multidimensional Scaling
Robust Multivariate Methods
Data Science
Sampling and Internet Surveys
Symbolic Data Analysis
Software

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Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	H.A.L. Kiers, Jean-Paul Rasson, P.J.F. Groenen, Martin Schader
Collection	Studies in classification, data analysis, and knowledge organization
Parution	20/04/2004
Nb. de pages	428
Format	15,5 x 23,5
Couverture	Broché
Poids	660g
Intérieur	Noir et Blanc
EAN13	9783540675211