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Reinhold Decker and Hans -J. Lenz
I-XVI
Front matter
3-122
Part I / Clustering
3-14
Mixture Models for Classification
15-22
How to Choose the Number of Clusters: The Cramer Multiplicity Solution
23-30
Model Selection Criteria for Model-Based Clustering of Categorical Time Series Data: A Monte Carlo Study
31-38
Cluster Quality Indexes for Symbolic Classification — An Examination
39-50
Semi-Supervised Clustering: Application to Image Segmentation
51-58
A Method for Analyzing the Asymptotic Behavior of the Walk Process in Restricted Random Walk Cluster Algorithm
59-66
Cluster and Select Approach to Classifier Fusion
67-74
Random Intersection Graphs and Classification
75-82
Optimized Alignment and Visualization of Clustering Results
83-90
Finding Cliques in Directed Weighted Graphs Using Complex Hermitian Adjacency Matrices
91-98
Text Clustering with String Kernels in R
99-106
Automatic Classification of Functional Data with Extremal Information
107-114
Typicality Degrees and Fuzzy Prototypes for Clustering
115-122
On Validation of Hierarchical Clustering
125-186
Part II / Classification
125-132
Rearranging Classified Items in Hierarchies Using Categorization Uncertainty
133-140
Localized Linear Discriminant Analysis
141-148
Calibrating Classifier Scores into Probabilities
149-161
Nonlinear Support Vector Machines Through Iterative Majorization and I-Splines
163-170
Deriving Consensus Rankings from Benchmarking Experiments
171-178
Classification of Contradiction Patterns
179-186
Selecting SVM Kernels and Input Variable Subsets in Credit Scoring Models
189-296
Part III / Data and Time Series Analysis
189-196
Simultaneous Selection of Variables and Smoothing Parameters in Geoadditive Regression Models
197-208
Modelling and Analysing Interval Data
209-216
Testing for Genuine Multimodality in Finite Mixture Models: Application to Linear Regression Models
217-228
Happy Birthday to You, Mr. Wilcoxon! Invariance, Semiparametric Efficiency, and Ranks
229-236
Equivalent Number of Degrees of Freedom for Neural Networks
237-244
Model Choice for Panel Spatial Models: Crime Modeling in Japan
245-254
A Boosting Approach to Generalized Monotonic Regression
255-262
From Eigenspots to Fisherspots — Latent Spaces in the Nonlinear Detection of Spot Patterns in a Highly Varying Background
263-272
Identifying and Exploiting Ultrametricity
273-280
Factor Analysis for Extraction of Structural Components and Prediction in Time Series
281-288
Classification of the U.S. Business Cycle by Dynamic Linear Discriminant Analysis
289-296
Examination of Several Results of Different Cluster Analyses with a Separate View to Balancing the Economic and Ecological Performance Potential of Towns and Cities
299-334
Part IV / Visualization and Scaling Methods
299-306
VOS: A New Method for Visualizing Similarities Between Objects
307-318
Multidimensional Scaling of Asymmetric Proximities with a Dominance Point
319-325
Single Cluster Visualization to Optimize Air Traffic Management
327-334
Rescaling Proximity Matrix Using Entropy Analyzed by INDSCAL
337-390
Part V / Information Retrieval, Data and Web Mining
337-349
Canonical Forms for Frequent Graph Mining
351-358
Applying Clickstream Data Mining to Real-Time Web Crawler Detection and Containment Using ClickTips Platform
359-366
Plagiarism Detection Without Reference Collections
367-374
Putting Successor Variety Stemming to Work
375-382
Collaborative Filtering Based on User Trends
383-390
Investigating Unstructured Texts with Latent Semantic Analysis
393-504
Part VI / Marketing, Management Science and Economics
393-400
Heterogeneity in Preferences for Odd Prices
401-408
Classification of Reference Models
409-416
Adaptive Conjoint Analysis for Pricing Music Downloads
417-424
Improving the Probabilistic Modeling of Market Basket Data
425-432
Classification in Marketing Research by Means of LEM2-generated Rules
433-440
Pricing Energy in a Multi-Utility Market
441-448
Disproportionate Samples in Hierarchical Bayes CBC Analysis
449-456
Building on the Arules Infrastructure for Analyzing Transaction Data with R
457-464
Balanced Scorecard Simulator — A Tool for Stochastic Business Figures
465-472
Integration of Customer Value into Revenue Management
473-480
Women’s Occupational Mobility and Segregation in the Labour Market: Asymmetric Multidimensional Scaling
481-488
Multilevel Dimensions of Consumer Relationships in the Healthcare Service Market M-L IRT vs. M-L SEM Approach
489-496
Data Mining in Higher Education
497-504
Attribute Aware Anonymous Recommender Systems
507-554
Part VII / Banking and Finance
507-514
On the Notions and Properties of Risk and Risk Aversion in the Time Optimal Approach to Decision Making
515-522
A Model of Rational Choice Among Distributions of Goal Reaching Times
523-530
On Goal Reaching Time Distributions Estimated from DAX Stock Index Investments
531-538
Credit Risk of Collaterals: Examining the Systematic Linkage between Insolvencies and Physical Assets in Germany
539-546
Foreign Exchange Trading with Support Vector Machines
547-554
The Influence of Specific Information on the Credit Risk Level
557-592
Part VIII / Bio- and Health Sciences
557-568
Enhancing Bluejay with Scalability, Genome Comparison and Microarray Visualization
569-576
Discovering Biomarkers for Myocardial Infarction from SELDI-TOF Spectra
577-584
Joint Analysis of In-situ Hybridization and Gene Expression Data
585-592
Unsupervised Decision Trees Structured by Gene Ontology (GO-UDTs) for the Interpretation of Microarray Data
595-634
Part IX / Linguistics and Text Analysis
595-602
Clustering of Polysemic Words
603-610
Classifying German Questions According to Ontology-Based Answer Types
611-618
The Relationship of Word Length and Sentence Length: The Inter-Textual Perspective
619-626
Comparing the Stability of Different Clustering Results of Dialect Data
627-634
Part-of-Speech Discovery by Clustering Contextual Features
637-660
Part X / Statistical Musicology and Sound Classification
637-644
A Probabilistic Framework for Audio-Based Tonal Key and Chord Recognition
645-652
Using MCMC as a Stochastic Optimization Procedure for Monophonic and Polyphonic Sound
653-660
Vowel Classification by a Neurophysiologically Parameterized Auditory Model
663-680
Part XI / Archaeology
663-670
Uncovering the Internal Structure of the Roman Brick and Tile Making in Frankfurt-Nied by Cluster Validation
671-680
Where Did I See You Before... A Holistic Method to Compare and Find Archaeological Artifacts
681-687
Back matter
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