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Data Science and Classification

of: Vladimir Batagelj, Hans-Hermann Bock, Anuška Ferligoj, Aleš Žiberna

Springer-Verlag, 2006

ISBN: 9783540344162 , 358 Pages

Format: PDF, Read online

Copy protection: DRM

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Price: 149,79 EUR



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Data Science and Classification


 

Preface

6

The 10th IFCS Conference – a Jubilee

7

Contents

9

Similarity and Dissimilarity

13

A Tree-Based Similarity for Evaluating Concept Proximities in an Ontology

14

Improved Frechet Distance for Time Series

23

Comparison of Distance Indices Between Partitions

31

Design of Dissimilarity Measures: A New Dissimilarity Between Species Distribution Areas

39

Dissimilarities for Web Usage Mining

48

Properties and Performance of Shape Similarity Measures

56

Classification and Clustering

66

Hierarchical Clustering for Boxplot Variables

67

Evaluation of Allocation Rules Under Some Cost Constraints

75

Crisp Partitions Induced by a Fuzzy Set

82

Empirical Comparison of a Monothetic Divisive Clustering Method with the Ward and the k- means Clustering Methods

90

Model Selection for the Binary Latent Class Model: A Monte Carlo Simulation

98

Finding Meaningful and Stable Clusters Using Local Cluster Analysis

107

Comparing Optimal Individual and Collective Assessment Procedures

115

Network and Graph Analysis

123

Some Open Problem Sets for Generalized Blockmodeling

124

Spectral Clustering and Multidimensional Scaling: A Unified View

136

Analyzing the Structure of U.S. Patents Network

145

Identifying and Classifying Social Groups: A Machine Learning Approach

153

Analysis of Symbolic Data

162

Multidimensional Scaling of Histogram Dissimilarities

163

Dependence and Interdependence Analysis for Interval- Valued Variables

173

A New Wasserstein Based Distance for the Hierarchical Clustering of Histogram Symbolic Data

186

Symbolic Clustering of Large Datasets

194

A Dynamic Clustering Method for Mixed Feature- Type Symbolic Data

203

General Data Analysis Methods

211

Iterated Boosting for Outlier Detection

212

Sub-species of Homopus Areolatus? Biplots and Small Class Inference with Analysis of Distance

220

Revised Boxplot Based Discretization as the Kernel of Automatic Interpretation of Classes Using Numerical Variables

228

Data and Web Mining

237

Comparison of Two Methods for Detecting and Correcting Systematic Error in High- throughput Screening Data

238

kNN Versus SVM in the Collaborative Filtering Framework

247

Mining Association Rules in Folksonomies

257

Empirical Analysis of Attribute-Aware Recommendation Algorithms with Variable Synthetic Data

267

Patterns of Associations in Finite Sets of Items

275

Analysis of Music Data

283

Generalized N-gram Measures for Melodic Similarity

284

Evaluating Different Approaches to Measuring the Similarity of Melodies

294

Using MCMC as a Stochastic Optimization Procedure for Musical Time Series

302

Local Models in Register Classification by Timbre

310

Gene and Microarray Analysis

318

Improving the Performance of Principal Components for Classification of Gene Expression Data Through Feature Selection

319

A New Efficient Method for Assessing Missing Nucleotides in DNA Sequences in the Framework of a Generic Evolutionary Model

327

New Efficient Algorithm for Modeling Partial and Complete Gene Transfer Scenarios

335

List of Reviewers

344

Key words

346

Authors

349