
Studies in Classification, Data Analysis, and Knowledge Orga
Proceedings of the 32nd Annual Conference of the Gesellschaft f¼r Klassifikation e.V., Joint Conference with the British Classification Society (BCS) and the Dutch/Flemish Classification
By: Andreas Fink (Editor), Berthold Lausen (Editor), Wilfried Seidel (Editor)
Paperback | 6 November 2009
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820 Pages
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| Invited | |
| Semi-supervised Probabilistic Distance Clustering and the Uncertainty of Classification | p. 3 |
| Strategies of Model Construction for the Analysis of Judgment Data | p. 21 |
| Clustering of High-Dimensional Data via Finite Mixture Models | p. 33 |
| Clustering and Dimensionality Reduction to Discover Interesting Patterns in Binary Data | p. 45 |
| Kernel Methods for Detecting the Direction of Time Series | p. 57 |
| Statistical Processes Under Change: Enhancing Data Quality with Pretests | p. 67 |
| Clustering and Classification | |
| Evaluation Strategies for Learning Algorithms of Hierarchies | p. 83 |
| Fuzzy Subspace Clustering | p. 93 |
| Motif-Based Classification of Time Series with Bayesian Networks and SVMs | p. 105 |
| A Novel Approach to Construct Discrete Support Vector Machine Classifiers | p. 115 |
| Predictive Classification Trees | p. 127 |
| Isolated Vertices in Random Intersection Graphs | p. 135 |
| Strengths and Weaknesses of Ant Colony Clustering | p. 147 |
| Variable Selection for Kernel Classifiers: A Feature-to-Input Space Approach | p. 157 |
| Finite Mixture and Genetic Algorithm Segmentation in Partial Least Squares Path Modeling: Identification of Multiple Segments in Complex Path Models | p. 167 |
| Cluster Ensemble Based on Co-occurrence Data | p. 177 |
| Localized Logistic Regression for Categorical Influential Factors | p. 185 |
| Clustering Association Rules with Fuzzy Concepts | p. 197 |
| Clustering with Repulsive Prototypes | p. 207 |
| Mixture Analysis | |
| Weakly Homoscedastic Constraints for Mixtures of t-Distributions | p. 219 |
| Bayesian Methods for Graph Clustering | p. 229 |
| Determining the Number of Components in Mixture Models for Hierarchical Data | p. 241 |
| Testing Mixed Distributions when the Mixing Distribution Is Known | p. 251 |
| Classification with a Mixture Model Having an Increasing Number of Components | p. 261 |
| Nonparametric Fine Tuning of Mixtures: Application to Non-Life Insurance Claims Distribution Estimation | p. 271 |
| Linguistics and Text Analysis | |
| Classification of Text Processing Components: The Tesla Role System | p. 285 |
| Nonparametric Distribution Analysis for Text Mining | p. 295 |
| Linear Coding of Non-linear Hierarchies: Revitalization of an Ancient Classification Method | p. 307 |
| Automatic Dictionary Expansion Using Non-parallel Corpora | p. 317 |
| Multilingual Knowledge-Based Concept Recognition in Textual Data | p. 327 |
| Pattern Recognition and Machine Learning | |
| A Diversified Investment Strategy Using Autonomous Agents | p. 339 |
| Classification with Kernel Mahalanobis Distance Classifiers | p. 351 |
| Identifying Influential Cases in Kernel Fisher Discriminant Analysis by Using the Smallest Enclosing Hypersphere | p. 363 |
| Self-Organising Maps for Image Segmentation | p. 373 |
| Image Based Mail Piece Identification Using Unsupervised Learning | p. 385 |
| Statistical Musicology | |
| Statistical Analysis of Human Body Movement and Group Interactions in Response to Music | p. 399 |
| Applying Statistical Models and Parametric Distance Measures for Music Similarity Search | p. 409 |
| Finding Music Fads by Clustering Online Radio Data with Emergent Self Organizing Maps | p. 419 |
| Analysis of Polyphonic Musical Time Series | p. 429 |
| Banking and Finance | |
| Hedge Funds and Asset Allocation: Investor Confidence, Diversification Benefits, and a Change in Investment Style Composition | p. 441 |
| Mixture Hidden Markov Models in Finance Research | p. 451 |
| Multivariate Comparative Analysis of Stock Exchanges: The European Perspective | p. 461 |
| Empirical Examination of Fundamental Indexation in the German Market | p. 471 |
| The Analysis of Power for Some Chosen VaR Backtesting Procedures: Simulation Approach | p. 481 |
| Extreme Unconditional Dependence Vs. Multivariate GARCH Effect in the Analysis of Dependence Between High Losses on Polish and German Stock Indexes | p. 491 |
| Is Log Ratio a Good Value for Measuring Return in Stock Investments? | p. 505 |
| Marketing, Management Science and Economics | |
| Designing Products Using Quality Function Deployment and Conjoint Analysis: A Comparison in a Market for Elderly People | p. 515 |
| Analyzing the Stability of Price Response Functions: Measuring the Influence of Different Parameters in a Monte Carlo Comparison | p. 527 |
| Real Options in the Assessment of New Products | p. 537 |
| Exploring the Interaction Structure of Weblogs | p. 545 |
| Analyzing Preference Rankings when There Are Too Many Alternatives | p. 553 |
| Considerations on the Impact of Ill-Conditioned Configurations in the CML Approach | p. 563 |
| Dyadic Interactions in Service Encounter: Bayesian SEM Approach | p. 573 |
| Archaeology and Spatial Planning | |
| Estimating the Number of Buildings in Germany | p. 585 |
| Mapping Findspots of Roman Military Brickstamps in Mogontiacum (Mainz) and Archaeometrical Analysis | p. 595 |
| Analysis of Guarantor and Warrantee Relationships Among Government Officials in the Eighth Century in the Old Capital of Japan by Using Asymmetric Multidimensional Scaling | p. 605 |
| Analysis of Massive Emigration from Poland: The Model-Based Clustering Approach | p. 615 |
| Bio- and Health Sciences | |
| Systematics of Short-Range Correlations in Eukaryotic Genomes | p. 627 |
| On Classification of Molecules and Species of Representation Rings | p. 639 |
| The Precise and Efficient Identification of Medical Order Forms Using Shape Trees | p. 651 |
| On the Prognostic Value of Gene Expression Signatures for Censored Data | p. 663 |
| Quality-Based Clustering of Functional Data: Applications to Time Course Microarray Data | p. 675 |
| A Comparison of Algorithms to Find Differentially Expressed Genes in Microarray Data | p. 685 |
| Exploratory Data Analysis, Modeling and Applications | |
| Data Compression and Regression Based on Local Principal Curves | p. 701 |
| Optimization of Centrifugal Impeller Using Evolutionary Strategies and Artificial Neural Networks | p. 713 |
| Efficient Media Exploitation Towards Collective Intelligence | p. 723 |
| Multi-class Extension of Verifiable Ensemble Models for Safety-Related Applications | p. 733 |
| Dynamic Disturbances in BTA Deep-Hole Drilling: Modelling Chatter and Spiralling as Regenerative Effects | p. 745 |
| Nonnegative Matrix Factorization for Binary Data to Extract Elementary Failure Maps from Wafer Test Images | p. 755 |
| Collective Intelligence Generation from User Contributed Content | p. 765 |
| Computation of the Molenaar Sijtsma Statistic | p. 775 |
| Keyword Index | p. 785 |
| Author Index | p. 789 |
| Table of Contents provided by Ingram. All Rights Reserved. |
ISBN: 9783642010439
ISBN-10: 3642010431
Series: Studies in Classification, Data Analysis, and Knowledge Organization
Published: 6th November 2009
Format: Paperback
Language: English
Number of Pages: 820
Audience: General Adult
Publisher: Springer Nature B.V.
Country of Publication: DE
Dimensions (cm): 22.86 x 15.24 x 3.81
Weight (kg): 1.13
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