جزییات کتاب
Part 1. -- Fuzzification of Agglomerative Hierarchical Crisp Clustering Algorithms -- An EM Algorithm for the Student-t Cluster-Weighted Modeling -- Analysis of Distribution Valued Dissimilarity Data -- An Overall Index for Comparing Hierarchical Clusterings -- An Accelerated K-Means Algorithm Based on Adaptive Distances -- Bias-Variance Analysis of Local Classification Methods -- Effect of Data Standardization on the Result of k-Means Clustering -- A Case Study on the Use of Statistical Classification Methods in Particle Physics -- Problems of Fuzzy c-Means Clustering and Similar Algorithms with High Dimensional Data Sets -- Part 2. Quantification Theory -- Reduced Versus Complete Space Configurations in Total Information Analysis -- A Geometrical Interpretation of the Horseshoe Effect in Multiple Correspondence Analysis of Binary Data -- Quantification Theory: Reminiscence and a Step Forward -- Part 3. Analysis of m-Mode n-Way and Asymmetric Data -- Modelling Rater Differences in the Analysis of Three-Way Three-Mode Binary Data -- Reconstructing One-Mode Three-way Asymmetric Data for Multidimensional Scaling -- Analysis of Car Switching Data by Asymmetric Multidimensional Scaling Based on Singular Value Decomposition -- Visualization of Asymmetric Clustering Result with Digraph and Dendrogram -- Part 4. Analysis of Visual, Spatial, and Temporal Data -- Clustering Temporal Population Patterns in Switzerland (1850-2000) -- p-adic Methods in Stereo Vision. Individualized Error Estimation for Classification and Regression Models -- Evaluation of Spatial Cluster Detection Algorithms for Crime Locations -- Checking Serial Independence of Residuals from a Nonlinear Model -- Part 5. Network Data, Graphs, and Social Relationships -- Analysis of Network Data Based on Probability Neighborhood Cliques -- A Comparison of Agglomerative Hierarchical Algorithms for Modularity Clustering -- Network Data as Contiguity Constraints in Modeling Preference Data -- Clustering Coefficients of Random Intersection Graphs -- Immersive Dynamic Visualization of Interactions in a Social Network -- Fuzzy Boolean Network Reconstruction -- GIRAN: A Dynamic Graph Interface to Neighborhoods of Related Articles -- Power Tags as Tools for Social Knowledge Organization Systems -- The Degree Distribution in Random Intersection Graphs -- Application of a Community Membership Life Cycle Model on Tag-Based Communities in Twitter -- Measuring the Influence of Network Structures on Social Interaction over Time -- Identifying Artificial Actors in E-Dating: A Probabilistic Segmentation Based on Interactional Pattern Analysis -- Part 6. Text Mining -- Calculating a Distributional Similarity Kernel using the Nyström Extension -- Text Categorization in R: A Reduced N-Gram Approach -- Part 7. Dimension Reduction -- HOMALS for Dimension Reduction in Information Retrieval -- Feature Reduction and Nearest Neighbours. Part 8. Statistical Musicology -- Musical Instrument Recognition by High-Level Features -- The Recognition of Consonance Is not Impaired by Intonation Deviations: A Revised Theory -- Applying Multiple Kernel Learning to Automatic Genre Classification -- Multi-Objective Evaluation of Music Classification -- Partition Based Feature Processing for Improved Music Classification -- Software in Music Information Retrieval -- Part 9. Data Analysis in Banking and Finance -- Conditional Factor Models for European Banks -- Classification of Large Imbalanced Credit Client Data with Cluster Based SVM -- Fault Mining Using Peer Group Analysis -- Part 10. Data Analysis in Health and Environment -- Discovering Possible Patterns Associations Among Drug Prescriptions -- Cluster Analytic Strategy for Identification of Metagenes Relevant for Prognosis of Node Negative Breast Cancer -- Part 11. Analysis of Marketing, Conjoint, and Multigroup Data -- Image Clustering for Marketing Purposes -- PLS-MGA: A Non-Parametric Approach to Partial Least Squares-based Multi-Group Analysis -- Love and Loyalty in Car Brands: Segmentation Using Finite Mixture Partial Least Squares -- Endogeneity and Exogeneity in Sales Response Functions -- Lead User Identification in Conjoint Analysis Based Product Design -- Improving the Validity of Conjoint Analysis by Additional Data Collection and Analysis Steps -- The Impact of Missing Values on PLS Model Fitting -- Part 12. -- Teachers' Typology of Student Categories: A Cluster Analytic Study -- ECTS Grades: Combination of Norm- and Criterion-Referenced Grading -- Students Reading Motivation: A Multilevel Mixture Factor Analysis -- Part 13. Analysis of Tourism Data