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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
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