55篇paper集合。
This volume provides approaches and solutions to challenges occurring at the interface of research fields such as, e.g., data analysis, data mining and knowledge discovery, computer science, operations research, and statistics. In addition to theory-oriented contributions various application areas are included. Moreover, traditional classification research directions concerning network data, graphs, and social relationships as well as statistical musicology describe examples for current interest fields tackled by the authors. The book comprises a total of 55 selected papers presented at the Joint Conference of the German Classification Society (GfKl), the German Association for Pattern Recognition (DAGM), and the Symposium of the International Federation of Classification Societies (IFCS) in 2011.​

详细目录：
Part I Invited
1.Size and Power of Multivariate Outlier Detection Rules
2.Clustering and Prediction of Rankings Within a Kemeny Distance Framework  
3.Solving the Minimum Sum of L1 Distances Clustering Problem by Hyperbolic Smoothing and Partition into Boundary and Gravitational Regions

Part II Clustering and Unsupervised Learning
4.On the Number of Modes of Finite Mixtures of Elliptical Distributions  
5.Implications of Axiomatic Consensus Properties                             
6.Comparing Earth Mover’s Distance and its Approximations for Clustering Images
7.A Hierarchical Clustering Approach to ModularityMaximization
8.Mixture Model Clustering with Covariates Using Adjusted Three-Step Approaches
9.Efficient Spatial Segmentation of Hyper-spectral 3D Volume Data
10.Cluster Analysis Based on Pre-specified Multiple Layer Structure
11.Factor PD-Clustering  

Part III Statistical Data Analysis, Visualization and Scaling
12.Clustering Ordinal Data via Latent Variable Models
13.Sentiment Analysis of Online Media
14.Visualizing Data in Social and Behavioral Sciences:An Application of PARAMAP on Judicial Statistics
15.Properties of a General Measure of Configuration Agreement
16.Convex Optimization as a Tool for Correcting Dissimilarity Matrices for Regular Minimality  
17.Principal Components Analysis for a Gaussian Mixture
18.Interactive Principal Components Analysis: A New Technological Resource in the Classroom  
19.One-Mode Three-Way Analysis Based on Result of One-Mode Two-Way Analysis                              
20.Latent Class Models of Time Series Data: An Entropic-Based UncertaintyMeasure            
21.Regularization and Model Selection with Categorical Covariates   
22.Factor Preselection and Multiple Measures of Dependence
23.Intrablocks Correspondence Analysis                          
24.Determining the Similarity Between US Cities Using a Gravity Model for Search Engine Query Data                              

Part IV Bioinformatics and Biostatistics
25.An Efficient Algorithm for the Detection and Classification of Horizontal Gene Transfer Events and Identification of Mosaic Genes
26.Complexity Selection with Cross-validation for Lasso and Sparse Partial Least Squares Using High-Dimensional Data  
27.A New Effective Method for Elimination of Systematic Error in Experimental High-Throughput Screening      
28.Local Clique Merging: An Extension of the Maximum Common Subgraph Measure with Applications in Structural Bioinformatics                                                                     279
29.Identification of Risk Factors in Coronary Bypass Surgery  

Part V Archaeology and Geography, Psychology and Educational Sciences
30.Parallel Coordinate Plots in Archaeology   
31.Classification of Roman Tiles with Stamp PARDALIVS
32.Applying Location Planning Algorithms to Schools: The Case of Special Education in Hesse (Germany)      
33.Detecting Person Heterogeneity in a Large-Scale Orthographic Test Using Item Response Models                     
34.Linear Logistic Models with Relaxed Assumptions in R                 
35.An Approach for Topic Trend Detection                                   
36.Modified Randomized Modularity Clustering: Adapting the Resolution Limit                  
37.Cluster It! Semiautomatic Splitting and Naming of Classification Concepts                                 

Part VII Banking and Finance
38.A Theoretical and Empirical Analysis of the Black-Litterman Model   
39.Vulnerability of Copula-VaR to Misspecification of Margins and Dependence Structure      
40.Dynamic Principal Component Analysis: A Banking Customer Satisfaction Evaluation                                                  
41.Comparison of Some Chosen Tests of Independence of Value-at-Risk Violations                  
42.Fundamental Portfolio Construction Based on Mahalanobis Distance   
43.Multivariate Modelling of Cross-Commodity Price Relations Along the Petrochemical Value Chain  

Part VIII Marketing and Management
44.Lifestyle Segmentation Based on Contents of Uploaded Images Versus Ratings of Items   
45.Optimal Network Revenue Management Decisions Including Flexible Demand Data and Overbooking
46.Non-symmetrical Correspondence Analysis of Abbreviated Hard Laddering Interviews   
47.Antecedents and Outcomes of Participation in Social Networking Sites      
48.User-Generated Content for Image Clustering and Marketing Purposes                                            
49.Logic Based Conjoint Analysis Using the Commuting Quantum Query Language      
50.Product Design Optimization Using Ant Colony And Bee Algorithms: A Comparison   

Part IX Music ClassificationWorkshop
51.Comparison of Classical and Sequential Design of Experiments in Note Onset Detection
52.Recognising Cello Performers Using Timbre Models
53.A Case Study About the Effort to Classify Music Intervals by Chroma and Spectrum Analysis
54.Computational Prediction of High-Level Descriptors of Music Personal Categories
55.High Performance Hardware Architectures for Automated Music Classification

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