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Classification and Data Analysis : Theory and Application : Studies in Classification, Data Analysis, and Knowledge Orga - Maurizio Vichi

Classification and Data Analysis : Theory and Application

Studies in Classification, Data Analysis, and Knowledge Orga

By: Maurizio Vichi (Editor), Otto Opitz (Editor)

Paperback ISBN: 9783540656333
Number Of Pages: 378

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The book provides new developments in classification, data analysis and multidimensional methods, topics which are of central interest to modern statistics. A wide range of topics is considered including methodologies in classification, fuzzy clustering, discrimination, regression tree, neural networks, proximity methodologies, factorial methods, spatial analysis, multiway and multivariate analysis.

Preface
Measuring the influence of individual observations and variables in cluster analysisp. 3
Consensus classification for a set of multiple time seriesp. 11
A bootstrap method for adaptive cluster samplingp. 19
Forecasting a classificationp. 27
Neural networks as a fuzzy semantic network of eventsp. 35
Hierarchical fuzzy clustering: an example of spatio-temporal analysisp. 43
A new algorithm for semi-fuzzy clusteringp. 49
Fuzzy classification and hyperstructures: an application to evaluation of urban projectsp. 55
Variable selection in fuzzy clusteringp. 63
Discriminant analysis using markovian automodelsp. 73
Discretization of continuous-valued data in symbolic classification learningp. 81
Logistic discrimination by Kullback-Leibler type distance measuresp. 89
An empirical discrimination algorithm based on projection pursuit density estimationp. 97
Notes on methods for improving unstable classifiersp. 105
Selection of cut points in generalized additive modelsp. 113
Latent budget trees for multiple classificationp. 121
Methods for asymmetric three-way scalingp. 131
Comparison of Euclidean approximations of non-Euclidean distancesp. 139
Analysing dissimilarities through multigraphsp. 147
Professional positioning based on dominant eigenvalue scores (DES), dimensional scaling (DS) and multidimensional scaling (MDS) synthesis of binary evaluations matrix of expertsp. 155
Non-metric full-multidimensional scalingp. 163
Dynamic factor analysisp. 171
A non symmetrical generalised co-structure analysis for inspecting quality control datap. 179
Principal surfaces constrained analysisp. 187
Generalised canonical analysis on symbolic objectsp. 195
Analysis of qualitative variables in structural models with unique solutionsp. 203
Exploring multivariate spatial data: line transect datap. 211
On the assessment of geographical survey units using constrained classificationp. 221
Kalman filter applied to non-causal models for spatial datap. 229
A paradigmatic path for statistical content analysis using an integrated package of textual data treatmentp. 237
The analysis of auxological data by means of nonlinear multivariate growth curvesp. 247
The Kalman filter on three-way data matrix for missing data: a case study on sea water pollutionp. 255
Three-way data arrays with double neighborhood relations as a tool to analyze a contiguity structurep. 263
Firm performance analysis with panel datap. 271
Detection of multivariate outliers by convex hullsp. 279
Reducing dimensionality effects on kernel density estimation: the bivariate gaussian casep. 287
Shewhart's control chart: some observationsp. 295
Projection pursuit regression with mixed variablesp. 303
Recursive estimation of system parameter in environmental time series modelsp. 311
Kernel methods for estimating covariance functions from curvesp. 319
Detection of subsamples in link-free regression analysisp. 327
Asymptotic prior to posterior analysis for graphical gaussian modelsp. 335
Using qualitative information and neural networks for forecasting purposes in financial time seriesp. 345
A new approach to the stock location assignment problem by multidimensional scaling and seriationp. 353
Food coding in nutritional surveysp. 361
UNAIDED: a PC system for binary and ternary segmentation analysisp. 367
Author Indexp. 375
Key Words Indexp. 377
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540656333
ISBN-10: 3540656332
Series: Studies in Classification, Data Analysis, and Knowledge Orga
Audience: General
Format: Paperback
Language: English
Number Of Pages: 378
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: US
Dimensions (cm): 24.41 x 16.99  x 2.06
Weight (kg): 0.62