Data Analysis, Classification, and Related Methods

Front Matter....Pages I-XIII
Front Matter....Pages 1-1
Classifier Probabilities....Pages 3-15
Cluster Analysis Based on Data Depth....Pages 17-22
An Autonomous Clustering Technique....Pages 23-28
Unsupervised Non-hierarchical Entropy-based Clustering....Pages 29-34
Improving the Additive Tree Representation of a Dissimilarity Matrix Using Reticulations....Pages 35-40
Double Versus Optimal Grade Clusterings....Pages 41-46
The Effects of Initial Values and the Covariance Structure on the Recovery of some Clustering Methods....Pages 47-52
What Clusters Are Generated by Normal Mixtures?....Pages 53-58
A Bootstrap Procedure for Mixture Models....Pages 59-62
A New Criterion for Obtaining a Fuzzy Partition from a Hybrid Fuzzy/Hierarchical Clustering Method....Pages 63-68
Application of Fuzzy Mathematical Morphology for Unsupervised Color Pixels Classification....Pages 69-75
A Hyperbolic Fuzzt k -Means Clustering and Algorithm for Neural Networks....Pages 77-82
A Toolkit for Development of the Domain-Oriented Dictionaries for Structuring Document Flows....Pages 83-88
Classification of Single Malt Whiskies....Pages 89-94
Robust Approach in Hierarchical Clustering: Application to the Sectorisation of an Oil Field....Pages 95-100
A Minimax Solution for Sequential Classification Problems....Pages 101-106
Comparison of Ultrametrics Obtained With Real Data, Using the P L and VAL Aw Coefficients....Pages 107-112
Numerical Comparisons of two Spectral Decompositions for Vertex Clustering....Pages 113-118
Measures to Evaluate Rankings of Classification Algorithms....Pages 119-124
A General Approach to Test the Pertinence of a Consensus Classification....Pages 125-130
Front Matter....Pages 1-1
On a Class of Aggregation-invariant Dissimilarities Obeying the Weak Huygens’ Principle....Pages 131-136
A Short Optimal Way for Constructing Quasi-ultrametrics From Some Particular Dissimilarities....Pages 137-141
Estimating Missing Values in a Tree Distance....Pages 143-148
Estimating Trees From Incomplete Distance Matrices: A Comparison of Two Methods....Pages 149-154
Zero Replacement in Compositional Data Sets....Pages 155-160
EM Algorithm for Partially Known Labels....Pages 161-166
Front Matter....Pages 167-167
Detection of Company Failure and Global Risk Forecasting....Pages 169-174
Discriminant Analysis by Hierarchical Coupling in EDDA Context....Pages 175-180
Discrete Discriminant Analysis: The Performance of Combining Models by a Hierarchical Coupling Approach....Pages 181-186
Discrimination Based on the Atypicity Index versus Density Function Ratio....Pages 187-192
A Third Stage in Regression Tree Growing: Searching for Statistical Reliability....Pages 193-198
A New Sampling Strategy for Building Decision Trees from Large Databases....Pages 199-204
Generalized Additive Multi-Model for Classification and Prediction....Pages 205-210
Radial Basis Function Networks and Decision Trees in the Determination of a Classifier....Pages 211-216
Clustered Multiple Regression....Pages 217-222
Constructing Artificial Neural Networks for Censored Survival Data from Statistical Models....Pages 223-228
Visualisation and Classification with Artificial Life....Pages 229-234
Exploring the Periphery of Data Scatters: Are There Outliers?....Pages 235-240
Discriminant Analysis Tools for Non Convex Pattern Recognition....Pages 241-246
A Markovian Approach to Unsupervised Multidimensional Pattern Classification....Pages 247-252
Front Matter....Pages 253-253
An Algorithm with Projection Pursuit for Sliced Inverse Regression Model....Pages 255-260
Testing Constraints and Misspecification in VAR-ARCH Models....Pages 261-266
Goodness of Fit Measure Based on Sample Isotone Regression of Mokken Double Monotonicity Model....Pages 267-272
Fuzzy Time Arrays and Dissimilarity Measures For Fuzzy Time Trajectories....Pages 273-278
Three-Way Partial Correlation Measures....Pages 279-284
Statistical Models for Social Networks....Pages 285-295
Application of Simulated Annealing in some Multidimensional Scaling Problems....Pages 297-302
Data Analysis Based on Minimal Closed Subsets....Pages 303-308
A Robust Method for Multivariate Regression....Pages 309-314
Robust Methods for Complex Data Structures....Pages 315-320
Robust Methods for Canonical Correlation Analysis....Pages 321-326
Front Matter....Pages 327-327
From Data Analysis to Data Science....Pages 329-334
Evaluation of Data Quality and Data Analysis....Pages 335-340
Collapsibility and Collapsing Multidimensional Contingency Tables—Perspectives and Implications....Pages 341-346
Data Collected on the Web....Pages 347-352
Some Experimental Surveys on the WWW Environments in Japan....Pages 353-358
Bootstrap Goodness-of-fit Tests for Complex Survey Samples....Pages 359-365
Front Matter....Pages 367-367
Regression Analysis for Interval-Valued Data....Pages 369-374
Symbolic Approach to Classify Large Data Sets....Pages 375-380
Factorial Methods with Cohesion Constraints on Symbolic Objects....Pages 381-386
Front Matter....Pages 367-367
A Dynamical Clustering Algorithm for Multi-nominal Data....Pages 387-393
DB2SO: A Software for Building Symbolic Objects from Databases....Pages 395-400
Symbolic Data Analysis and the SODAS Software in Official Statistics....Pages 401-407
Strata Decision Tree SDA Software....Pages 409-415
Marking and Generalization by Symbolic Objects in the Symbolic Official Data Analysis Software....Pages 417-422
Back Matter....Pages 423-428