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

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The volume presents innovations in data analysis and classification and gives an overview of the state of the art in these scientific fields and applications. Areas that receive considerable attention in the book are discrimination and clustering, data analysis and statistics, as well as applications in marketing, finance, and medicine. The reader will find material on recent technical and methodological developments and a large number of applications demonstrating the usefulness of the newly developed techniques.

The volume presents innovations in data analysis and classification and gives an overview of the state of the art in these scientific fields and relevant applications. Areas that receive considerable attention in the book are discrimination and clustering, data analysis and statistics, as well as applications in marketing, finance, and medicine. The reader will find material on recent technical and methodological developments and a large number of applications demonstrating the usefulness of the newly developed techniques.
Part I. Discrimination and Clustering
A New Agglomerative 2-3 Hierarchical Clustering Algorithm
3(8)
Sergiu Chelcea
Patrice Bertrand
Brigitte Trousse
Symbolic Classifier with Convex Hull Based Dissimilarity Function
11(8)
Francisco de A.T. de Carvalho
Simith T. D'Oliveira Junior
Two-Mode Cluster Analysis via Hierarchical Bayes
19(11)
Wayne S. DeSarbo
Duncan K. H. Fong
John Liechty
On Application of a Certain Classification Procedure to Mean Value Estimation Under Double Sampling for Nonresponse
30(8)
Wojciech Gamrot
Regression Clustering with Redescending M-Estimators
38(8)
Tim Garlipp
Christine H. Muller
ClusCorr98 - Adaptive Clustering, Multivariate Visualization, and Validation of Results
46(8)
Hans-Joachim Mucha
Hans-Georg Bartel
Stratification Before Discriminant Analysis: A Must?
54(8)
Jean-Paul Rasson
Jean-Yves Pircon
Francois Roland
An Exchange Algorithm for Two-Mode Cluster Analysis
62(7)
Manfred Schwaiger
Raimund Rix
Model-Based Cluster Analysis Applied to Flow Cytometry Data
69(8)
Ute Simon
Hans-Joachim Mucha
Rainer Bruggemann
On Stratification Using Auxiliary Variables and Discriminant Method
77(4)
Marcin Skibicki
Measuring Distances Between Variables by Mutual Information
81(10)
Ralf Steuer
Carsten O. Daub
Joachim Selbig
Jurgen Kurths
Pareto Density Estimation: A Density Estimation for Knowledge Discovery
91(12)
Alfred Ultsch
Part II. Probability Models and Statistical Methods
Modelling the Claim Count with Poisson Regression and Negative Binomial Regression
103(8)
Barttomiej Bartoszewicz
Chemical Balance Weighing Design with Different Variances of Errors
111(9)
Bronistaw Ceranka
Matgorzata Graczyk
Combination of Regression Trees and Logistic Regression to Analyse Animal Management and Disease Data
120(8)
Susanne Dahms
Robustness of ML Estimators of Location-Scale Mixtures
128(10)
Christian Hennig
On the Modification of the David-Hellwig Test
138(8)
Grzegorz Konczak
Simultaneous Selection of Variables and Smoothing Parameters in Additive Models
146(8)
Rudiger Krause
Gerhard Tutz
Multiple Change Points and Alternating Segments in Binary Trials with Dependence
154(11)
Joachim Krauth
Outlier Identification Rules for Generalized Linear Models
165(8)
Sonja Kuhnt
Jorg Pawlitschko
Dynamic Clustering with Non-Quadratic Adaptive Distances for Interval-Type Data
173(8)
Renata M. C. R. de Souza
Francisco de A. T. de Carvalho
Partial Moments and Negative Moments in Ordering Asymmetric Distributions
181(10)
Grazyna Trzpiot
Part III. Pattern Recognition and Computational Learning
Classification of Method Fragments Using a Reference Meta Model
191(8)
Werner Esswein
Andreas Gehlert
Finding Metabolic Pathways in Decision Forests
199(8)
Andre Floter
Joachim Selbig
Torsten Schaub
Randomization in Aggregated Classification Trees
207(10)
Eugeniusz Gatnar
Data Mining -- The Polish Experience
217(7)
Eugeniusz Gatnar
Dorota Rozmus
Extracting Continuous Relevant Features
224(15)
Amir Globerson
Gal Chechik
Naftali Tishby
Individual Rationality Versus Group Rationality in Statistical Modelling Issues
239(10)
Daniel Kosiorowski
Mining Promising Qualification Patterns
249(10)
Ralf Wagner
Part IV. Time Series Analysis
Partial Correlation Graphs and Dynamic Latent Variables for Physiological Time Series
259(8)
Roland Fried
Vanessa Didelez
Vivian Lanius
Bootstrap Resampling Tests for Quantized Time Series
267(8)
Jacek Leskow
Cyprian Wronka
Imputation Strategies for Missing Data in Environmental Time Series for an Unlucky Situation
275(8)
Daria Mendola
Prediction of Notes from Vocal Time Series: An Overview
283(12)
Claus Weihs
Uwe Ligges
Ursula Garczarek
Parsimonious Segmentation of Time Series by Potts Models
295(10)
Gerhard Winkler
Angela Kempe
Volkmar Liebscher
Olaf Wittich
Part V. Marketing, Retailing, and Marketing Research
Application of Discrete Choice Methods in Consumer Preference Analysis
305(8)
Andrzej Bak
Aneta Rybicka
Competition Analysis in Marketing Using Rank Ordered Data
313(9)
Reinhold Decker
Antonia Hermelbrach
Handling Missing Values in Marketing Research Using SOM
322(8)
Mariusz Grabowski
Applicability of Customer Churn Forecasts in a Non-Contractual Setting
330(8)
Jorg Hopmann
Anke Thede
A Gravity-Based Multidimensional Unfolding Model for Preference Data
338(8)
Tadashi Imaizumi
Customer Relationship Management in the Telecommunications and Utilities Markets
346(9)
Robert Katona
Daniel Baier
Strengths and Weaknesses of Support Vector Machines Within Marketing Data Analysis
355(8)
Katharina Monien
Reinhold Decker
Classification of Career-Lifestyle Patterns of Women
363(8)
Miki Nakai
Joint Space Model for Multidimensional Scaling of Two-Mode Three-Way Asymmetric Proximities
371(8)
Akinori Okada
Tadashi Imaizumi
Structural Model of Product Meaning Using Means-End Approach
379(9)
Adam Sagan
The Concept of Chains as a Tool for MSA Contributing to the International Market Segmentation
388(8)
Elzbieta Sobczak
Statistical Analysis of Innovative Activity
396(10)
Marek Szajt
The Prospects of Electronic Commerce: The Case of the Food Industry
406(13)
Ludwig Theuvsen
Part VI. Finance, Capital Markets, and Risk Management
Macroeconomic Factors and Stock Returns in Germany
419(8)
Wolfgang Bessler
Heiko Opfer
Application of Classification Methods to the Evaluation of Polish Insurance Companies
427(8)
Marta Borda
Patrycja Kowalczyk-Lizak
Analytic Hierarchy Process -- Applications in Banking
435(11)
Czeslaw Domanski
Jaroslaw Kondrasiuk
Tail Dependence in Multivariate Data -- Review of Some Problems
446(8)
Krzysztof Jajuga
The Stock Market Performance of German Family Firms
454(7)
Jan Kuklinski
Felix Lowinski
Dirk Schiereck
Peter Jaskiewicz
Testing of Warrants Market Efficiency on the Warsaw Stock Exchange -- Classical Approach
461(10)
Agnieszka Majewska
Sebastian Majewski
Group Opinion Structure: The Ideal Structures, their Relevance, and Effective Use
471(11)
Jan W. Owsinski
Volatility Forecasts and Value at Risk Evaluation for the MSCI North America Index
482(8)
Momtchil Pojarliev
Wolfgang Polasek
Selected Methods of Credibility Theory and its Application to Calculating Insurance Premium in Heterogeneous Insurance Portfolios
490(8)
Wanda Ronka-Chmielowiec
Ewa Poprawska
Support Vector Machines for Credit Scoring: Extension to Non Standard Cases
498(8)
Klaus B. Schebesch
Ralf Stecking
Discovery of Risk-Return Efficient Structures in Middle-Market Credit Portfolios
506(9)
Frank Schlottmann
Detlef Seese
Approximation of Distributions of Treasury Bill Yields and Interbank Rates by Means of α-stable and Hyperbolic Distributions
515(8)
Witold Szczepaniak
Stability of Selected Linear Ranking Methods -- An Attempt of Evaluation for the Polish Stock Market
523(12)
Waldemar Tarczynski
Matgorzata Luniewska
Part VII. Production, Logistics, and Controlling
A Two-Phase Grammar-Based Genetic Algorithm for a Workshop Scheduling Problem
535(9)
Andreas Geyer-Schulz
Anke Thede
Classification and Representation of Suppliers Using Principle Component Analysis
544(8)
Rainer Lasch
Christian G. Janker
A Knowledge Based Approach for Holistic Decision Support in Manufacturing Systems
552(7)
Uwe Meinberg
Jens Jakobza
Intelligent Fashion Interfaces -- Questions to New Challenges of Classifying
559(8)
Astrid Ullsperger
Full Factorial Design, Taguchi Design or Genetic Algorithms -- Teaching Different Approaches to Design of Experiments
567(10)
Ralf Woll
Carina Burkhard
Part VIII. Medicine and Health Services
Requirement-Driven Assessment of Restructuring Measures in Hospitals
577(8)
Werner Esswein
Torsten Sommer
Analyzing Protein Data with the Generative Topographic Mapping Approach
585(8)
Isabelle M. Grimmenstein
Wolfgang Urfer
How Can Data from German Cancer Registries Be Used for Research Purposes?
593(6)
Alexander Katalinic
Probabilistic Record Linkage of Anonymous Cancer Registry Records
599(6)
Martin Meyer
Martin Radespiel-Troger
Christine Vogel
An Empirical Study Evaluating the Organization and Costs of Hospital Management
605(8)
Karin Wolf-Ostermann
Markus Lungen
Helmut Mieth
Karl W. Lauterbach
Index 613