Title | Exploratory Data Analysis in Empirical Research [electronic resource] : Proceedings of the 25th Annual Conference of the Gesellschaft fรผr Klassifikation e.V., University of Munich, March 14-16, 2001 / edited by Manfred Schwaiger, Otto Opitz |
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Imprint | Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2003 |
Connect to | http://dx.doi.org/10.1007/978-3-642-55721-7 |
Descript | XVI, 536 p. 41 illus. online resource |
1: Classification, Data Analysis and Statistics -- Sliced Inverse Regression for High-dimensional Time Series -- Symbolic Clustering of Constrained Probabilistic Data -- On Memory Requirement with Normal Symbolic Form -- On the Roles of Galois Connections in Classification -- Mining Sets of Time Series: Description of Time Points -- Spatial Smoothing with Robust Priors in Functional MRI -- Clustering in the Presence of Outliers -- Two Models of Random Intersection Graphs for Classification -- Classification Techniques based on Methods of Computational Intelligence -- Constrained Correspondence Analysis for Seriation in Archaeology Applied to Sagalassos Ceramic Tablewares -- The Moment Preservation Method of Cluster Analysis -- On The General Distance Measure -- Tests for One-dimensional Nearest Neighbors Clusters -- Integration of Cluster Analysis and Visualization Techniques for Visual Data Analysis -- Bayesian Space-time Analysis of Health Insurance Data -- On Clustering by Mixture Models -- Using Additive Conjoint Measurement in Analysis of Social Network Data -- Bayesian Latent Class Metric Conjoint Analysis โ A Case Study from the Austrian Mineral Water Market -- Diagnostics in Multivariate Data Analysis: Sensitivity Analysis for Principal Components and Canonical Correlations -- Classification of Natural Languages by Word Ordering Rule -- Combining Mental Fit and Data Fit for Classification Rule Selection -- Bayesian Analysis of Econometric Models for Count Data: A Survey -- k-Means Clustering with Outlier Detection, Mixed Variables and Missing Values -- 2: Web Mining, Data Mining and Computer Science -- Repeat-buying Theory and its Application for Recommender Services -- Joker โ Visualization of an Object Model for a Cost Accounting Educational Software -- Data Preparation in Large Real-world Data Mining Projects: Methods for Imputing Missing Values -- Clustering of Document Collections to Support Interactive Text Exploration -- Web Usage Mining โ Languages and Algorithms -- Thesaurus Migration in Practice -- Relational Clustering for the Analysis of Internet Newsgroups -- The Theory of On-line Learning โ A Statistical Physics Approach -- A Framework for Web Usage Mining on Anonymous Logfile Data -- 3: Medicine, Biological Sciences and Health -- Knee Replacement Surgery and Learning Effects โ Data Evidence from a German Hospital -- Self-organizing Maps and its Applications in Sleep Apnea Research and Molecular Genetics -- Automated Classification of Optic Nerve Head Topography Images for Glaucoma Screening -- Comparing Split Criteria for Constructing Survival Trees -- A Type of Bayesian Small Area Estimation for the Analysis of Cancer Mortality Data -- DEA-Benchmarks for Austrian Physicians -- Data Mining Tools for Quality Management in Health Care -- The Effects of Simultaneous Misclassification on the Attributable Risk -- Statistical Genetics โ Present and Future -- 4: Marketing, Finance and Management Science -- Market Simulation Using Bayesian Procedures in Conjoint Analysis -- Value Based Benchmarking and Market Partitioning -- Optimization of Corporate Reorganization Portfolios based on a Genetic Algorithm -- Key Success Factors in City Marketing โ Some Empirical Evidence -- From Credit Scores to Stable Default Probabilities: A Model Based Approach -- Dimensions of Credit Risk -- Cognitive Organization of Person Attributes: Measurement Procedures and Statistical Models -- Manufacturing Branches in Poland โ A Classification Attempt -- Market-Segments of Automotive Brands: Letting Multivariate Analyses Reveal Additional Insights -- Sequence Mining in Marketing -- Portfolio Management Using Multivariate Time Series Forecasts -- Value-at-Risk for Financial Assets Determined by Moment Estimators of the Tail Index -- Keywords -- Authors