عنوان

Classification, clustering, and data analysis :

شابک

354043691X

شابک

9783540436911

شماره

b541891

عنوان اصلي

Classification, clustering, and data analysis :

نام عام مواد

[Book]

ساير اطلاعات عنواني

recent advances and applications ; with 65 tables ; [eighth conference of the International Federation of Classification Societies (IFCS) which was held in Cracow, Poland, July 16-19, 2002]

نام نخستين پديدآور

Krzysztof Jajuga ... (ed.).

محل نشرو پخش و غیره

Berlin

نام ناشر، پخش کننده و غيره

Springer

تاریخ نشرو بخش و غیره

2002

نام خاص و کميت اثر

XI, 492 Seiten : Illustrationen, Diagramme.

عنوان فروست

Studies in classification, data analysis, and knowledge organization.

متن يادداشت

Enth. 53 Beitr.;Literaturangaben.

متن يادداشت

I. Clustering and Discrimination.- Clustering.- Some Thoughts about Classification.- Partial Defuzzification of Fuzzy Clusters.- A New Clustering Approach, Based on the Estimation of the Probability Density Function, for Gene Expression Data.- Two-mode Partitioning: Review of Methods and Application of Tabu Search.- Dynamical Clustering of Interval Data Optimization of an Adequacy Criterion Based on Hausdorff Distance.- Removing Separation Conditions in a 1 against 3-Components Gaussian Mixture Problem.- Obtaining Partitions of a Set of Hard or Fuzzy Partitions.- Clustering for Prototype Selection using Singular Value Decomposition.- Clustering in High-dimensional Data Spaces.- Quantization of Models: Local Approach and Asymptotically Optimal Partitions.- The Performance of an Autonomous Clustering Technique.- Cluster Analysis with Restricted Random Walks.- Missing Data in Hierarchical Classification of Variables - a Simulation Study.- Cluster Validation.- Representation and Evaluation of Partitions.- Assessing the Number of Clusters of the Latent Class Model..- Validation of Very Large Data Sets Clustering by Means of a Nonparametric Linear Criterion.- Discrimination.- Effect of Feature Selection on Bagging Classifiers Based on Kernel Density Estimators.- Biplot Methodology for Discriminant Analysis Based upon Robust Methods and Principal Curves.- Bagging Combined Classifiers.- Application of Bayesian Decision Theory to Constrained Classification Networks.- II. Multivariate Data Analysis and Statistics.- Multivariate Data Analysis.- Quotient Dissimilarities, Euclidean Embeddability, and Huygens' Weak Principle.- Conjoint Analysis and Stimulus Presentation - a Comparison of Alternative Methods.- Grade Correspondence-cluster Analysis Applied to Separate Components of Reversely Regular Mixtures.- Obtaining Reducts with a Genetic Algorithm.- A Projection Algorithm for Regression with Collinearity.- Confronting Data Analysis with Constructivist Philosophy.- Statistical Methods.- Maximum Likelihood Clustering with Outliers.- An Improved Method for Estimating the Modes of the Probability Density Function and the Number of Classes for PDF-based Clustering.- Maximization of Measure of Allowable Sample Sizes Region in Stratified Sampling.- On Estimation of Population Averages on the Basis of Cluster Sample.- Symbolic Data Analysis.- Symbolic Regression Analysis.- Modelling Memory Requirement with Normal Symbolic Form.- Mixture Decomposition of Distributions by Copulas.- Determination of the Number of Clusters for Symbolic Objects Described by Interval Variables.- Symbolic Data Analysis Approach to Clustering Large Datasets.- Symbolic Class Descriptions.- Consensus Trees and Phylogenetics.- A Comparison of Alternative Methods for Detecting Reticulation Events in Phylogenetic Analysis.- Hierarchical Clustering of Multiple Decision Trees.- Multiple Consensus Trees.- A Family of Average Consensus Methods for Weighted Trees.- Comparison of Four methods for Inferring Additive Trees from Incomplete Dissimilarity Matrices.- Quartet Trees as a Tool to Reconstruct Large Trees from Sequences.- Regression Trees.- Regression Trees for Longitudinal Data with Time-dependent Covariates.- Tree-based Models in Statistics: Three Decades of Research.- Computationally Efficient Linear Regression Trees.- Neural Networks and Genetic Algorithms.- A Clustering Based Procedure for Learning the Hidden Unit Parameters in Elliptical Basis Function Networks.- Multi-layer Perceptron on Interval Data.- III. Applications.- Textual Analysis of Customer Statements for Quality Control and Help Desk Support.- AHP as Support for Strategy Decision Making in Banking.- Bioinformatics and Classification: The Analysis of Genome Expression Data.- Glaucoma Diagnosis by Indirect Classifiers.- A Cluster Analysis of the Importance of Country and Sector on Company Returns.- Problems of Classification in Investigative Psychology.- List of Reviewers.

موضوع مستند نشده

Cluster analysis -- Congresses.

موضوع مستند نشده

Mathematical statistics -- Congresses.

موضوع مستند نشده

Pattern perception -- Congresses.

مستند نام اشخاص تاييد نشده

Krzysztof Jajuga ... (ed.).

مستند نام اشخاص تاييد نشده

Andrej Sokołowski

مستند نام اشخاص تاييد نشده

Hans-Hermann Bock

مستند نام اشخاص تاييد نشده

Krzysztof Jajuga

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y