| Description |
xii, 616 pages : illustrations ; 24 cm |
| Series |
Studies in classification, data analysis, and knowledge organization, 1431-8814 |
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Studies in classification, data analysis, and knowledge organization.
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| Contents |
Machine derived contents note: Part I. Discrimination and Clustering -- A New Agglomerative 2-3 Hierarchical Clustering Algorithm 3 -- Sergiu Chelcea, Patrice Bertrand, Brigitte Trousse -- Symbolic Classifier with Convex Hull Based Dissimilarity -- Function 11 -- Francisco de A.T. de Carvalho, Simith T. D'Oliveira Junior -- Two-Mode Cluster Analysis via Hierarchical Bayes 19 -- 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 -- Wojciech Gamrot -- Regression Clustering with Redescending M-Estimators 38 -- Tim Garlipp, Christine H. Miiller -- ClusCorr98 - Adaptive Clustering, Multivariate Visualization, -- and Validation of Results 46 -- Hans-Joachim Mucha, Hans-Georg Bartel -- Stratification Before Discriminant Analysis: A Must? 54 -- Jean-Paul Rasson, Jean-Yves Pircon, Francois Roland -- An Exchange Algorithm for Two-Mode Cluster Analysis 62 -- Manfred Schwaiger, Raimund Rix -- Model-Based Cluster Analysis Applied to Flow Cytometry -- Data 69 -- Ute Simon, Hans-Joachim Mucha, Rainer Briiggemann -- On Stratification Using Auxiliary Variables and Discriminant -- Method 77 -- Marcin Skibicki -- Measuring Distances Between Variables by Mutual Information 81 -- Ralf Steuer, Carsten O. Daub, Joachim Selbig, Jiirgen Kurths -- Pareto Density Estimation: A Density Estimation for -- Knowledge Discovery 91 -- Alfred Ultsch -- -- -- -- Part II. Probability Models and Statistical Methods -- Modelling the Claim Count with Poisson Regression and -- Negative Binomial Regression 103 -- Bartlomiej Bartoszewicz -- Chemical Balance Weighing Design with Different Variances -- of Errors 111 -- Bronislaw Ceranka, Malgorzata Graczyk -- Combination of Regression Trees and Logistic Regression to -- Analyse Animal Management and Disease Data 120 -- Susanne Dahms -- Robustness of ML Estimators of Location-Scale Mixtures 128 -- Christian Hennig -- On the Modification of the David-Hellwig Test 138 -- Grzegorz Konczak -- Simultaneous Selection of Variables and Smoothing Parameters -- in Additive Models 146 -- Riidiger Krause, Gerhard Tutz -- Multiple Change Points and Alternating Segments in Binary -- Trials with Dependence 154 -- Joachim Krauth -- Outlier Identification Rules for Generalized Linear Models 165 -- Sonja Kuhnt, Jorg Pawlitschko -- Dynamic Clustering with Non-Quadratic Adaptive Distances -- for Interval-Type Data 173 -- Renata M. C. R. de Souza, Francisco de A. T. de Carvalho -- Partial Moments and Negative Moments in Ordering -- Asymmetric Distributions 181 -- Graiyna Trzpiot -- Part III. Pattern Recognition and Computational Learning -- Classification of Method Fragments Using a Reference Meta -- Model 6. 191 -- Werner Esswein, Andreas Gehlert -- -- -- -- Finding Metabolic Pathways in Decision Forests 199 -- Andre Floter, Joachim Selbig, Torsten Schaub -- Randomization in Aggregated Classification Trees 207 -- Eugeniusz Gatnar -- Data Mining - The Polish Experience 217 -- Eugeniusz Gatnar, Dorota Rozmus -- Extracting Continuous Relevant Features 224 -- Amir Globerson, Gal Chechik, Naftali Tishby -- Individual Rationality Versus Group Rationality in Statistical -- Modelling Issues 239 -- Daniel Kosiorowski -- Mining Promising Qualification Patterns 249 -- Ralf Wagner -- Part IV. Time Series Analysis -- Partial Correlation Graphs and Dynamic Latent Variables for -- Physiological Time Series 259 -- Roland Pried, Vanessa Didelez, Vivian Lanius -- Bootstrap Resampling Tests for Quantized Time Series 267 -- Jacek Leskow, Cyprian Wronka -- Imputation Strategies for Missing Data in Environmental Time -- Series for an Unlucky Situation 275 -- Daria Mendola -- Prediction of Notes from Vocal Time Series: An Overview 283 -- Claus Weihs, Uwe Ligges, Ursula Garczarek -- Parsimonious Segmentation of Time Series by Potts Models 295 -- 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 -- Andrzej Bqk, Aneta Rybicka -- Competition Analysis in Marketing Using Rank Ordered Data 313 -- Reinhold Decker, Antonia Hermelbracht -- -- -- -- Handling Missing Values in Marketing Research Using SOM 322 -- Mariusz Grabowski -- Applicability of Customer Churn Forecasts in a Non-Contractual -- Setting 330 -- Jorg Hopmann, Anke Thede -- A Gravity-Based Multidimensional Unfolding Model for -- Preference Data 338 -- Tadashi Imaizumi -- Customer Relationship Management in the Telecommunications -- and Utilities Markets 346 -- Robert Katona, Daniel Baier -- Strengths and Weaknesses of Support Vector Machines Within -- Marketing Data Analysis 355 -- Katharina Monien, Reinhold Decker -- Classification of Career-Lifestyle Patterns of Women 363 -- Miki Nakai -- Joint Space Model for Multidimensional Scaling of Two-Mode -- Three-Way Asymmetric Proximities 371 -- Akinori Okada, Tadashi Imaizumi -- Structural Model of Product Meaning Using Means-End -- Approach 379 -- Adam Sagan -- The Concept of Chains as a Tool for MSA Contributing to -- the International Market Segmentation 388 -- Elzbieta Sobczak -- Statistical Analysis of Innovative Activity 396 -- Marek Szajt -- The Prospects of Electronic Commerce: The Case of the Food -- Industry 406 -- Ludwig Theuvsen -- Part VI. Finance, Capital Markets, and Risk Management -- Macroeconomic Factors and Stock Returns in Germany 419 -- Wolfgang Bessler, Heiko Opfer -- -- -- -- Application of Classification Methods to the Evaluation of -- Polish Insurance Companies 427 -- Marta Borda, Patrycja Kowalczyk-Lizak -- Analytic Hierarchy Process - Applications in Banking 435 -- Czeslaw Domanski, Jaroslaw Kondrasiuk -- Tail Dependence in Multivariate Data - Review of Some -- Problems 446 -- Krzysztof Jajuga -- The Stock Market Performance of German Family Firms 454 -- Jan Kuklinski, Felix Lowinski, Dirk Schiereck, Peter Jaskiewicz -- Testing of Warrants Market Efficiency on the Warsaw Stock -- Exchange - Classical Approach 461 -- Agnieszka Majewska, Sebastian Majewski -- Group Opinion Structure: The Ideal Structures, their -- Relevance, and Effective Use 471 -- Jan W. Owsinski -- Volatility Forecasts and Value at Risk Evaluation for the MSCI -- North America Index 482 -- Momtchil Pojarliev, Wolfgang Polasek -- Selected Methods of Credibility Theory and its Application to -- Calculating Insurance Premium in Heterogeneous Insurance -- Portfolios 490 -- Wanda Ronka-Chmielowiec, Ewa Poprawska -- Support Vector Machines for Credit Scoring: Extension to -- Non Standard Cases 498 -- Klaus B. Schebesch, Ralf Stecking -- Discovery of Risk-Return Efficient Structures in Middle-Market -- Credit Portfolios 506 -- Frank Schlottmann, Detlef Seese -- Approximation of Distributions of Treasury Bill Yields and -- Interbank Rates by Means of a-stable and Hyperbolic -- Distributions 515 -- Witold Szczepaniak -- Stability of Selected Linear Ranking Methods - An Attempt -- of Evaluation for the Polish Stock Market 523 -- Waldemar Tarczynrski, Malgorzata Luniewska -- -- -- -- Part VII. Production, Logistics, and Controlling -- A Two-Phase Grammar-Based Genetic Algorithm for a -- Workshop Scheduling Problem 535 -- Andreas Geyer-Schulz, Anke Thede -- Classification and Representation of Suppliers Using Principle -- Component Analysis 544 -- Rainer Lasch, Christian G. Janker -- A Knowledge Based Approach for Holistic Decision Support -- in Manufacturing Systems 552 -- Uwe Meinberg, Jens Jakobza -- Intelligent Fashion Interfaces - Questions to New Challenges -- of Classifying 559 -- Astrid Ullsperger -- Full Factorial Design, Taguchi Design or Genetic Algorithms - -- Teaching Different Approaches to Design of Experiments 567 -- Ralf Woll, Carina Burkhard -- Part VIII. Medicine and Health Services -- Requirement-Driven Assessment of Restructuring Measures -- in Hospitals 577 -- Werner Esswein, Torsten Sommer -- Analyzing Protein Data with the Generative Topographic -- Mapping Approach 585 -- Isabelle M. Grimmenstein, Wolfgang Urfer -- How Can Data from German Cancer Registries Be Used for -- Research Purposes? 593 -- Alexander Katalinic -- Probabilistic Record Linkage of Anonymous Cancer Registry -- Records 599 -- Martin Meyer, Martin Radespiel-R Trger, Christine Vogel -- An Empirical Study Evaluating the Organization and Costs -- of Hospital Management 605 -- Karin Wolf-Ostermann, Markus Liingen, Helmut Mieth, Karl W. -- Lauterbach -- Index 613 |
| Summary |
"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."--Jacket |
| Analysis |
Data science |
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Information systems |
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Klassifikation |
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Data science |
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Information systems |
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Klassifikation |
| Bibliography |
Includes bibliographical references and index |
| Subject |
Data mining -- Congresses.
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Statistics -- Congresses.
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Classification -- Congresses.
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Information storage and retrieval systems -- Congresses.
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| Genre/Form |
Conference papers and proceedings.
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Conference papers and proceedings.
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| Author |
Baier, Daniel, 1962-
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|
Wernecke, Klaus-Dieter.
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| LC no. |
2004114682 |
| ISBN |
3540232214 paperback |
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