Innovations in Classification, Data Science, and Information Systems - Proceedings of the 27th Annual Conference of the Gesellschaft für Klassifikation e.V., Brandenburg University of Technology, Cottbus, March 12-14, 2003

von: Daniel Baier, Klaus-Dieter Wernecke

Springer-Verlag, 2006

ISBN: 9783540269816 , 616 Seiten

Format: PDF, OL

Kopierschutz: Wasserzeichen

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Innovations in Classification, Data Science, and Information Systems - Proceedings of the 27th Annual Conference of the Gesellschaft für Klassifikation e.V., Brandenburg University of Technology, Cottbus, March 12-14, 2003


 

Preface

6

Contents

8

Discrimination and Clustering

14

A New Agglomerative 2- 3 Hierarchical Clustering Algorithm

15

Symbolic Classifier with Convex Hull Based Dissimilarity Function

23

Two- Mode Cluster Analysis via Hierarchical Bayes

31

On Application of a Certain Classification Procedure to Mean Value Estimation Under Double Sampling for Nonresponse

42

Regression Clustering with Redescending M- Estimators

50

ClusCorr98 - Adaptive Clustering, Multivariate Visualization, and Validation of Results

58

Stratification Before Discriminant Analysis: A Must?

66

An Exchange Algorithm for Two- Mode Cluster Analysis

74

Model- Based Cluster Analysis Applied to Flow Cytometry Data

81

On Stratification Using Auxiliary Variables and Discriminant Method

89

Measuring Distances Between Variables by Mutual Information

93

Pareto Density Estimation: A Density Estimation for Knowledge Discovery

103

Probability Models and Statistical Methods

113

Modelling the Claim Count with Poisson Regression and Negative Binomial Regression

114

Chemical Balance Weighing Design with Different Variances of Errors

122

Combination of Regression Trees and Logistic Regression to Analyse Animal Management and Disease Data

131

Robustness of ML Estimators of Location- Scale Mixtures

139

On the Modification of the David- Hellwig Test

149

Simultaneous Selection of Variables and Smoothing Parameters in Additive Models

157

Multiple Change Points and Alternating Segments in Binary Trials with Dependence

165

Outlier Identification Rules for Generalized Linear Models

176

Dynamic Clustering with Non- Quadratic Adaptive Distances for Interval- Type Data

184

Partial Moments and Negative Moments in Ordering Asymmetric Distributions

192

Pattern Recognition and Computational Learning

200

Classification of Method Fragments Using a Reference Meta Model

201

Finding Metabolic Pathways in Decision Forests

209

Randomization in Aggregated Classification Trees

217

Data Mining - The Polish Experience

227

Extracting Continuous Relevant Features

234

Individual Rationality Versus Group Rationality in Statistical Modelling Issues

249

Mining Promising Qualification Patterns

259

Time Series Analysis

267

Partial Correlation Graphs and Dynamic Latent Variables for Physiological Time Series

268

Bootstrap Resampling Tests for Quantized Time Series

276

Imputation Strategies for Missing Data in Environmental Time Series for an Unlucky Situation

284

Prediction of Notes from Vocal Time Series: An Overview

292

Parsimonious Segmentation of Time Series by Potts Models

304

Marketing, Retailing, and Marketing Research

312

Application of Discrete Choice Methods in Consumer Preference Analysis

313

Competition Analysis in Marketing Using Rank Ordered Data

321

Handling Missing Values in Marketing Research Using SOM

330

Applicability of Customer Churn Forecasts in a Non- Contractual Setting

338

A Gravity- Based Multidimensional Unfolding Model for Preference Data

346

Customer Relationship Management in the Telecommunications and Utilities Markets

354

Strengths and Weaknesses of Support Vector Machines Within Marketing Data Analysis

363

Classification of Career- Lifestyle Patterns of Women

371

Joint Space Model for Multidimensional Scaling of Two- Mode Three- Way Asymmetric Proximities

379

Structural Model of Product Meaning Using Means- End Approach

387

The Concept of Chains as a Tool for MSA Contributing to the International Market Segmentation

396

Statistical Analysis of Innovative Activity

404

The Prospects of Electronic Commerce: The Case of the Food Industry

414

Finance, Capital Markets, and Risk Management

424

Macroeconomic Factors and Stock Returns in Germany

425

Application of Classification Methods to the Evaluation of Polish Insurance Companies

433

Analytic Hierarchy Process — Applications in Banking

441

Tail Dependence in Multivariate Data - Review of Some Problems

452

The Stock Market Performance of German Family Firms

460

Testing of Warrants Market Efficiency on the Warsaw Stock Exchange — Classical Approach

467

Group Opinion Structure: The Ideal Structures, their Relevance, and Effective Use

477

Volatility Forecasts and Value at Risk Evaluation for the MSCI North America Index

488

Selected Methods of Credibility Theory and its Application to Calculating Insurance Premium in Heterogeneous Insurance Portfolios

496

Support Vector Machines for Credit Scoring: Extension to Non Standard Cases

504

Discovery of Risk- Return Efficient Structures in Middle- Market Credit Portfolios

512

Approximation of Distributions of Treasury Bill Yields and Interbank Rates by Means of a- stable and Hyperbolic Distributions'*'

521

Stability of Selected Linear Ranking Methods - An Attempt of Evaluation for the Polish Stock Market

529

Production, Logistics, and Controlling

539

A Two- Phase Grammar- Based Genetic Algorithm for a Workshop ScheduUng Problem

540

Classification and Representation of Suppliers Using Principle Component Analysis

549

A Knowledge Based Approach for Holistic Decision Support in Manufacturing Systems

557

Intelligent Fashion Interfaces - Questions to New Challenges of Classifying

564

Full Factorial Design, Taguchi Design or Genetic Algorithms — Teaching Different Approaches to Design of Experiments

572

Medicine and Health Services

580

Requirement- Driven Assessment of Restructuring Measures in Hospitals

581

Analyzing Protein Data with the Generative Topographic Mapping Approach

589

How Can Data from German Cancer Registries Be Used for Research Purposes?

597

Probabilistic Record Linkage of Anonymous Cancer Registry Records

603

An Empirical Study Evaluating the Organization and Costs of Hospital Management

609

Index

617