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Advances in Data Analysis and Classification : Lecture Notes in Artificial Intelligence - Simone Borra

Advances in Data Analysis and Classification

Lecture Notes in Artificial Intelligence

By: Simone Borra (Editor), Roberto Rocci (Editor), Maurizio Vichi (Editor), Martin Schader (Editor)

Paperback ISBN: 9783540414889
Number Of Pages: 378

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This volume presents new developments in classification and mulitivariate analysis. Topics that have been treated with considerable attention are cluster analysis, discriminant analysis, proximity structure analysis, multidimensional scaling, genetic algorithms, neural networks, factorial methods, textual data analysis, regression models, non-parametric methods, and spatial and time series analysis. Readers will find new methodologies and algorithms in topics that are of central interest in modern statistics, with applications that demonstrate the usefulness of the proposed techniques.

Classification and Multidimensional Scaling
Galois Lattices of Modal Symbolic Objectsp. 3
Exploratory Methods for Detecting High Density Regions in Cluster Analysisp. 11
A [kappa]-means Consensus Classificationp. 19
MIXISO: A Non-Hierarchical Clustering Method for Mixed-Mode Datap. 27
"Stable Clusters": A New Approach for Clustering Binary Variablesp. 35
Double [kappa]-means Clustering for Simultaneous Classification of Objects and Variablesp. 43
Categorical FDA Under Prospective Sampling Scheme: a Proposal for Variable Selectionp. 53
The Effect of Telephone Survey Design on Discriminant Analysisp. 61
A Dissimilarity Measure between Probabilistic Symbolic Objectsp. 69
Recent Experimentation on Euclidean Approximations of Biased Euclidean Distancesp. 77
Comparing Capital Structure through Similarity Analysis: Evidence about Two Industrial Districtsp. 85
The Geometric Approach to the Comparison of Multivariate Time Trajectoriesp. 93
Ultramine Spaces in Classificationp. 101
Genetic Algorithms and Clustering: an Application to Fisher's Iris Datap. 109
Using Radial Basis Function Networks for Classification Problemsp. 119
Unconditional Latent Budget Analysis: a Neural Network Approachp. 127
Multivariate Data Analysis
Generalized Constrained Principal Component Analysisp. 137
Interaction Terms in Homogeneity Analysis: Higher Order Non-Linear Multiple Correspondence Analysisp. 145
Perturbation Models for Principal Component Analysis of Rainwater Pollution Datap. 153
Core Matrix Rotation to Natural Zeros in Three-Mode Factor Analysisp. 161
A Factorial Technique for Analysing Textual Data with External Informationp. 169
Subjects on Using Open and Closed-Ended Questionsp. 177
Alternative Error Term Specifications in the Log-Tobit Modelp. 185
A Customer Satisfaction Approach for User-Oriented Comparative Evaluations of Servicesp. 193
Mixture Models for Maximum Likelihood Estimation from Incomplete Valuesp. 201
Robust Inference in the Logistic Regression Modelp. 209
A Plot for Submodel Selection in Generalized Linear Modelsp. 217
On the Use of Multivariate Regression Models in the Context of Multilevel Analysisp. 225
Nonparametric Estimation Methods for Sparse Contingency Tablesp. 233
Reduction of Prediction Error by Bagging Projection Pursuit Regressionp. 241
Selecting Regression Tree Models: a Statistical Testing Procedurep. 249
Linear Fuzzy Regression Analysis with Asymmetric Spreadsp. 257
Spatial And Time Series Data Analysis
Forecasting Non-Linear Time Series: Empirical Evidences on Financial Datap. 267
Dynamics and Comovements of Regional Exports in Italyp. 275
Lareg-sample Properties of Neural Estimators in a Regression Model with [phi]-mixing Errorsp. 283
Subseries Length in MBB Procedure for [phi]-mixing Processesp. 291
Modelling a Change of Classification by a Structural Time Series Approachp. 299
Spatial Discriminant Analysis Using Covariates Informationp. 307
Some Aspects of Multivariate Geostatisticsp. 315
Exploring Multivariate Spatial Data: an Application to Election Datap. 325
Measures of Distances for Spatial Data: an Application to the Banking Deposits in the Italian Provincesp. 333
Applications and Case Studies
Statistical Analysis of Papal Encyclicalsp. 343
Life Courses as Sequences: an Experiment in Clustering via Monothetic Divisive Algorithmsp. 351
Significance of the Classification for the Italian Service Sector Activitiesp. 359
A Neural Net Model to Predict High Tides in Venicep. 367
Author Indexp. 375
Keywords Indexp. 376
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540414889
ISBN-10: 3540414886
Series: Lecture Notes in Artificial Intelligence
Audience: General
Format: Paperback
Language: English
Number Of Pages: 378
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: DE
Dimensions (cm): 23.39 x 15.6  x 2.06
Weight (kg): 0.55