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Data Analysis, Machine Learning and Applications: Proceedings of the 31st Annual Conference of the Gesellschaft für Klassifikation e.V., Albert-Ludwigs-Universität Freiburg, March 7-9, 2007 - Softcover
Synopsis
Classification.- Distance-Based Kernels for Real-Valued Data.- Fast Support Vector Machine Classification of Very Large Datasets.- Fusion of Multiple Statistical Classifiers.- Calibrating Margin-Based Classifier Scores into Polychotomous Probabilities.- Classification with Invariant Distance Substitution Kernels.- Applying the Kohonen Self-Organizing Map Networks to Select Variables.- Computer Assisted Classification of Brain Tumors.- Model Selection in Mixture Regression Analysis-A Monte Carlo Simulation Study.- Comparison of Local Classification Methods.- Incorporating Domain Specific Information into Gaia Source Classification.- Identification of Noisy Variables for Nonmetric and Symbolic Data in Cluster Analysis.- Clustering.- Families of Dendrograms.- Mixture Models in Forward Search Methods for Outlier Detection.- On Multiple Imputation Through Finite Gaussian Mixture Models.- Mixture Model Based Group Inference in Fused Genotype and Phenotype Data.- The Noise Component in Model-based Cluster Analysis.- An Artificial Life Approach for Semi-supervised Learning.- Hard and Soft Euclidean Consensus Partitions.- Rationale Models for Conceptual Modeling.- Measures of Dispersion and Cluster-Trees for Categorical Data.- Information Integration of Partially Labeled Data.- Multidimensional Data Analysis.- Data Mining of an On-line Survey - A Market Research Application.- Nonlinear Constrained Principal Component Analysis in the Quality Control Framework.- Non Parametric Control Chart by Multivariate Additive Partial Least Squares via Spline.- Simple Non Symmetrical Correspondence Analysis.- Factorial Analysis of a Set of Contingency Tables.- Analysis of Complex Data.- Graph Mining: Repository vs. Canonical Form.- Classification and Retrieval of Ancient Watermarks.- Segmentation and Classification of Hyper-Spectral Skin Data.- FSMTree: An Efficient Algorithm for Mining Frequent Temporal Patterns.- A Matlab Toolbox for Music Information Retrieval.- A Probabilistic Relational Model for Characterizing Situations in Dynamic Multi-Agent Systems.- Applying the Q n Estimator Online.- A Comparative Study on Polyphonic Musical Time Series Using MCMC Methods.- Collective Classification for Labeling of Places and Objects in 2D and 3D Range Data.- Lag or Error? - Detecting the Nature of Spatial Correlation.- Exploratory Data Analysis and Tools for Data Analysis.- Urban Data Mining Using Emergent SOM.- KNIME: The Konstanz Information Miner.- A Pattern Based Data Mining Approach.- A Framework for Statistical Entity Identification in R.- Combining Several SOM Approaches in Data Mining: Application to ADSL Customer Behaviours Analysis.- On the Analysis of Irregular Stock Market Trading Behavior.- A Procedure to Estimate Relations in a Balanced Scorecard.- The Application of Taxonomies in the Context of Configurative Reference Modelling.- Two-Dimensional Centrality of a Social Network.- Benchmarking Open-Source Tree Learners in R/RWeka.- From Spelling Correction to Text Cleaning - Using Context Information.- Root Cause Analysis for Quality Management.- Finding New Technological Ideas and Inventions with Text Mining and Technique Philosophy.- Investigating Classifier Learning Behavior with Experiment Databases.- Marketing and Management Science.- Conjoint Analysis for Complex Services Using Clusterwise Hierarchical Bayes Procedures.- Building an Association Rules Framework for Target Marketing.- AHP versus ACA - An Empirical Comparison.- On the Properties of the Rank Based Multivariate Exponentially Weighted Moving Average Control Charts.- Are Critical Incidents Really Critical for a Customer Relationship? A MIMIC Approach.- Heterogeneity in the Satisfaction-Retention Relationship - A Finite-mixture Approach.- An Early-Warning System to Support Activities in the Management of Customer Equity and How to Obtain the Most from Spatial Customer Equity Potentials.- Classifying Contemporary Marketing Practices.- Banking and Finance.- Predicting Stock Ret
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