Classification and Multivariate Analysis for Complex Data Structures

ISBN: 978-3-642-13311-4 (Print) 978-3-642-13312-1 (Online)

Table of contents (49 chapters)

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  1. Front Matter

    Pages i-xix

  2. Key notes

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-15

      Principal Component Analysis for Categorical Histogram Data: Some Open Directions of Research

    3. No Access

      Book Chapter

      Pages 17-27

      Factorial Conjoint Analysis Based Methodologies

    4. No Access

      Book Chapter

      Pages 29-40

      Ordering and Scaling Objects in Multivariate Data Under Nonlinear Transformations of Variables

    5. No Access

      Book Chapter

      Pages 41-49

      Statistical Models to Predict Academic Churn Risk

    6. No Access

      Book Chapter

      Pages 51-62

      The Poisson Processes in Cluster Analysis

    7. No Access

      Book Chapter

      Pages 63-71

      TWO-CLASS Trees for Non-Parametric Regression Analysis

  3. Classification and discrimination

    1. Front Matter

      Pages 73-73

    2. No Access

      Book Chapter

      Pages 75-83

      Efficient Incorporation of Additional Information to Classification Rules

    3. No Access

      Book Chapter

      Pages 85-93

      The Choice of the Parameter Values in a Multivariate Model of a Second Order Surface with Heteroscedastic Error

    4. No Access

      Book Chapter

      Pages 95-103

      Mixed Mode Data Clustering: An Approach Based on Tetrachoric Correlations

    5. No Access

      Book Chapter

      Pages 105-112

      Optimal Scaling Trees for Three-Way Data

  4. Data mining

    1. Front Matter

      Pages 113-113

    2. No Access

      Book Chapter

      Pages 115-123

      A Study on Text Modelling via Dirichlet Compound Multinomial

    3. No Access

      Book Chapter

      Pages 125-133

      Automatic Multilevel Thresholding Based on a Fuzzy Entropy Measure

    4. No Access

      Book Chapter

      Pages 135-143

      Some Developments in Forward Search Clustering

    5. No Access

      Book Chapter

      Pages 145-153

      Spectral Graph Theory Tools for Social Network Comparison

    6. No Access

      Book Chapter

      Pages 155-163

      Improving the MHIST-p Algorithm for Multivariate Histograms of Continuous Data

    7. No Access

      Book Chapter

      Pages 165-172

      On Building and Visualizing Proximity Graphs for Large Data Sets with Artificial Ants

    8. No Access

      Book Chapter

      Pages 173-181

      Including Empirical Prior Information in Test Administration

  5. Robustness and classification

    1. Front Matter

      Pages 183-183

    2. No Access

      Book Chapter

      Pages 185-192

      Italian Firms’ Geographical Location in High-tech Industries: A Robust Analysis

    3. No Access

      Book Chapter

      Pages 193-201

      Robust Tests for Pareto Density Estimation

    4. No Access

      Book Chapter

      Pages 203-210

      Bootstrap and Nonparametric Predictors to Impute Missing Data

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