Classification and Knowledge Organization

This volume presents 71 articles dealing with models and methods of data analysis and classification, statistics and stochastics, information systems and text analysis as well as manifold applications. Eight sections have been arranged: Data Analysis and Classification. Neural Networks and Pattern Recognition. Statistical Models and Methods. Information Systems: Design and Implementation. Text Analysis and Information Retrieval. Applications in Medicine. Applications in Economics and Social Sciences. Applications in Archaeology, Biology, Linguistics and Dialectometry. The grouping shows how theoretical aspects, applications and interdisciplinarities are interrelated in many respects.

Section 1: Data Analysis and Classification.- Probability Models for Convex Clusters.- Multidimensional Scaling: Analyzing Multineuronal Spike Patterns.- Fixed Point Clusters and Their Relation to Stochastic Models.- A Metric Approach for Ordinal Regression.- Graphical Stability of Data Analysing Software.- Recent Developments in Three-Way Data Analysis: A Showcase of Methods and Examples.- A Hybrid Global Optimization Algorithm for Multidimensional Scaling.- Ordinal Regression.- Numerical Algorithms for Multidimensional Scaling.- High Dimensional Clustering Using Parallel Coordinates and the Grand Tour.- Section 2: Neural Networks and Pattern Recognition.- A Symbolic Representation for Patterns in Time Series Using Definitive Clause Grammars.- Neural Networks: A Statistician’s (Possible) View.- Dynamic Supervised Learning: Some Basic Issues and Application Aspects.- A Hierarchical Neural Network Model for Pattern Recognition.- Section 3: Statistical Models and Methods.- Markov Random Field Models with Spatially Varying Coefficients.- Distribution of a Likelihood Ratio Statistic for Spatial Disease Clusters.- Biased Methods of Discrimination in High Dimensions: A Comparative Assessment.- A One-Step Optimization Procedure for the ARFIMA Processes.- GARCH Models with Outliers.- Minimum Volume Sets in Statistics: Recent Developments.- Fusion of Data Sets in Multivariate Linear Regression with Errors-in- Variables.- Discriminant Analysis for Directional Data Exemplified in a Concrete Case.- Combination of Tests and Sequential Classification.- Classes of Influential Observations.- Bayesian Non-Linear Latent Variable Models.- Section 4: Information Systems: Design and Implementation.- Case Based Software Engineering CBSE — The Example of a Store Control System.- Optimization in Probabilistic Logic for Decision Support Systems.- Learning Strategies for Managing New and Innovative Products.- Interoperable Database Systems.- Consistent Completion of Incomplete Data Objects.- Towards a Case-Based Assistant for the Conceptual Modelling of Information Systems.- Foundational Aspects of Knowledge-Based Information Systems in Scientific Domains.- Section 5: Text Analysis and Information Retrieval.- A Planning-Based Approach to Intelligent Information Retrieval in Text Databases.- 3D-Navigation in Virtual Information Spaces: From Text-Based Retrieval to Cognitive User Interaction.- A Note on Intelligent Information Retrieval Tools in the World Wide Web.- Computer-Aided Methods for Typification in Qualitative Social Research.- Classification of Text Analysis Software.- Computer Aided Text Analysis and Typology Construction.- Rotwang’s Children: Information Ecology and the Internet.- Network Approaches in Text Analysis.- Qualitative Software and Analysis Structures: Solving Problems or Creating Them?.- Computer Tools for Grounded Theory: Introducing ATLAS/ti for Windows 95.- Section 6: Applications in Medicine.- Some Issues in the Comparison of Diagnostic Tests from a Paired Experiment.- Formal Modeling of Medical Concept Systems Considering Part-Whole Relations.- Classification of Oligodendrogliomas Using Neural Networks.- Statistical Methods to Estimate the Impact of Risk Factors on the Disease Load in a Population.- Neural Networks for Classification of Image Data in Quantitative Pathology.- Variations on the Shapley Solution for Partitioning Risks in Epidemiology.- Generalized Regression Trees Applied to Longitudinal Nutritional Survey Data.- Conceptual Complexity in Biomedical Terminologies: The UMLS Approach.- Sun Protection of Children: Changing Patterns of Preventive Knowledge and Behaviour.- A Natural Language Understanding System for Knowledge-Based Analysis of Medical Texts.- On the Development and Validation of Classification Schemes in Survival Data.- Use of Crossvalidation to Assess Diagnostic Classification Schemes of Atopic Dermatitis.- Differences of Representing a Conventional Classification by the Compositional Concept Representation Languages BERNWARD and GRAIL.- The Freiburg Center of Data Analysis and Model Building (FDM): An Interim Report about an Interdisciplinary Coorperation.- Realization of a Medical Data Dictionary in a Relational Database Management System.- Section 7: Applications in Economics and Social Sciences.- Two-Mode Overlapping Clustering With Applications to Simultaneous Benefit Segmentation and Market Structuring.- An Application of Two-Mode Classification to Analyze the Statistical Software Market.- Correspondence Analysis of Square Tables, with an Application to Social Mobility.- Identifying Benchmarking-Partners Using Two-Mode Classification.- Supporting the Search for Final Scenarios by the Fuzzy-C-Means Algorithm.- Two-Mode Classification in Advertising Research.- Neural Networks as Instruments for Automotive Market Segmentation.- Section 8: Applications in Archaeology, Biology, Linguistics and Dialectometry.- Seriation in Archaeology: Modelling, Methods and Prior Information.- Probabilistic Aspects of Sequence Repeats and Sequencing by Hybridization.- On the Equivalence of Two Tree Mapping Measures.- Deriving Grammars from Large Corpora.- Investigation of the Language in Germany and Austria Using Statistical Methods.- Current Trends in Dialectometry: The Handling of Synonym Feature Realizations.- Interactive Graphical Analysis of Regional Dialects.- Subject Index (including List of Authors).