ISBN: 3540441832
TITLE: Exploratory Data Analysis in Empirical Research
AUTHOR: Opitz, Schwaiger
TOC:

Part 1: Classification, Data Analysis and Statistics 1
Sliced Inverse Regression for High-dimensional Time Series
C. Becker, R. Fried 3
Symbolic Clustering of Constrained Probabilistic Data
P. Brito, F.A.T. de Carvalho 12
On Memory Requirement with Normal Symbolic Form
M. Csernel, F.A.T. de Carvalho 22
On the Roles of Galois Connections in Classification
F. Domenach, B. Leclerc 31
Mining Sets of Time Series: Description of Time Points
A. Dugarjapov, G. Lausen 41
Spatial Smoothing with Robust Priors in Functional MRI
L. Fahrmeir, C. Gss1, A. Hennerfeind 50
Clustering in the Presence of Outliers
M.T. Gallegos 58
Two Models of Random Intersection Graphs for Classification
E. Godehardt, J. Jaworski 67
Classification Techniques based on Methods of Computational Intelligence
A. Grauel, I. Renners, E. Saavedra 82
Constrained Correspondence Analysis for Seriation in Archaeology Applied to Sagalassos Ceramic Tablewares
P.J.F. Groenen, J. Poblome 90
The Moment Preservation Method of Cluster Analysis
B. Harris 98
On The General Distance Measure
K. Jajuga, M. Walesiak, A. Bak 104
Tests for One-dimensional Nearest Neighbors Clusters
J. Krauth 110
Integration of Cluster Analysis and Visualization Techniques for Visual Data Analysis
M. Kreuseler, T. Nocke, H. Schumann 119
Bayesian Space-time Analysis of Health Insurance Data
S. Lang, P. Kragler, G. Haybach, L. Fahrmeir 133
On Clustering by Mixture Models
G.J. McLachlan, S.K. Ng, D. Peel 141
Using Additive Conjoint Measurement in Analysis of Social Network Data
A. Okada 149
Bayesian Latent Class Metric Conjoint Analysis - A Case Study from the Austrian Mineral Water Market
Th. Otter, R. Tchler, S. Frhwirth-Schnatter 157
Diagnostics in Multivariate Data Analysis: Sensitivity Analysis for Principal Components and Canonical Correlations
Y. Tanaka, F. Zhang, W. Yang 170
Classification of Natural Languages by Word Ordering Rule
S. Ueda, Y. Itoh 180
Combining Mental Fit and Data Fit for Classification Rule Selection
C. Weihs, U.M. Sondhauss 188
Bayesian Analysis of Econometric Models for Count Data: A Survey
R. Winkelmann 204
k-Means Clustering with Outlier Detection, Mixed Variables and Missing Values
D. Wishart 216
Part 2: Web Mining, Data Mining and Computer Science 227
Repeat-buying Theory and its Application for Recommender Services
W. Bhm, A. Geyer-Schulz, M. Hahsler, M. Jahn 229
Joker - Visualization of an Object Model for a Cost Accounting Educational Software
K. Friesen, H. Schmitz 240
Data Preparation in Large Real-world Data Mining Projects: Methods for Imputing Missing Values
Th. Liehr 248
Clustering of Document Collections to Support Interactive Text Exploration
A. Nrnberger, A. Klose, R. Kruse, G. Hartmann, M. Richards 257
Web Usage Mining - Languages and Algorithms
J.R. Punin, M. S. Krishnamoorthy, M.J. Zaki 266
Thesaurus Migration in Practice
U. Rist 282
Relational Clustering for the Analysis of Internet Newsgroups
T. A. Runkler, J. C. Bezdek 291
The Theory of On-line Learning - A Statistical Physics Approach
D. Saad 300
A Framework for Web Usage Mining on Anonymous Logfile Data
F. Suberlich, K.-P. Huber 309
Part 3: Medicine, Biological Sciences and Health 319
Knee Replacement Surgery and Learning Effects - Data Evidence from a German Hospital
C. Ernst, G. Ernst, A. Szczesny 321
Self-organizing Maps and its Applications in Sleep Apnea Research and Molecular Genetics
G. Guimares, W. Urfer 332
Automated Classification of Optic Nerve Head Topography Images for Glaucoma Screening
T. Hothorn, I. Pal, O. Gefeller, B. Lausen, G. Michelson, D. Paulus 346
Comparing Split Criteria for Constructing Survival Trees
M. Radespiel-Trger, T. Rabenstein, L. Hpfner, H.T. Schneider 357
A Type of Bayesian Small Area Estimation for the Analysis of Cancer Mortality Data
U. Schach 366
DEA-Benchmarks for Austrian Physicians
M. Staat 375
Data Mining Tools for Quality Management in Health Care
J. Stausberg, Th. Albrecht 385
The Effects of Simultaneous Misclassification on the Attributable Risk
C. Vogel, O. Gefeller 392
Statistical Genetics - Present and Future
A. Ziegler, O. Hartmann, I. R. Knig, H. Schfer 401
Part 4: Marketing, Finance and Management Science 411
Market Simulation Using Bayesian Procedures in Conjoint Analysis
D. Baier, W. Polasek 413
Value Based Benchmarking and Market Partitioning
H. H. Bauer, M. Staat, M. Hammerschmidt 422
Optimization of Corporate Reorganization Portfolios based on a Genetic Algorithm
R. Bennert, M. Missler-Behr 433
Key Success Factors in City Marketing - Some Empirical Evidence
C. Bornemeyer, R. Decker 443
From Credit Scores to Stable Default Probabilities: A Model Based Approach
S. Hse, S. Huschens 454
Dimensions of Credit Risk
R. Kiesel, U. Stadtmller 463
Cognitive Organization of Person Attributes: Measurement Procedures and Statistical Models
S. Krolak-Schwerdt, B. Ganter 472
Manufacturing Branches in Poland - A Classification Attempt
D. Kwiatkowska-Ciotucha, U. Zaluska, J. Dziechciarz 483
Market-Segments of Automotive Brands: Letting Multivariate Analyses Reveal Additional Insights
M. Lffler 492
Sequence Mining in Marketing
M. Meyer 504
Portfolio Management Using Multivariate Time Series Forecasts
M. Pojarliev, W. Polasek 514
Value-at-Risk for Financial Assets Determined by Moment Estimators of the Tail Index
N. Wagner 522
Keywords 531
Authors 534
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