ISBN: 3540220143
TITLE: Classification, Clustering and Data Mining Applications
AUTHOR: Banks et al.
TOC:

Part I New Methods in Cluster Analysis
Thinking Ultrametrically
Fionn Murtagh 3
Clustering by Vertex Density in a Graph
Alain Gunoche 15
Clustering by Ant Colony Optimization
Javier Trejos, Alex Murillo, Eduardo Piza 25
A Dynamic Cluster Algorithm Based on L_r Distances for Quantitative Data
Francisco de A. T. de Carvalho, Yves Lechevallier, Renata M.C.R. de Souza 33
The Last Step of a New Divisive Monothetic Clustering Method: the Gluing-Back Criterion
Jean-Yves Piron, Jean-Paul Rasson 43
Standardizing Variables in K-means Clustering
Douglas Steinley 53
A Self-Organizing Map for Dissimilarity Data
Aceha El Golli, Brieuc Conan-Guez, Fabrice Rossi 61
Another Version of the Block EM Algorithm
Mohamed Nadif, Grard Govaert 69
Controlling the Level of Separation of Components in Monte Carlo Studies of Latent Class Models
Jos G. Dias 77
Fixing Parameters in the Constrained Hierarchical Classification Method: Application to Digital Image Segmentation
Kaddour Bachar, Isral-Csar Lerman 85
New Approaches for Sum-of-Diameters Clustering
Sarnath Ramnath, Mynul H. Khan, Zubair Shams 95
Spatial Pyramidal Clustering Based on a Tessellation
Edwin Diday 105
Part II Modern Nonparametrics
Relative Projection Pursuit and its Application
Masahiro Mizuta and Shintaro Hiro 123
Priors for Neural Networks
Herbert K. H. Lee 141
Combining Models in Discrete Discriminant Analysis Through a Committee of Methods
Ana Sousa Ferreira 151
Phoneme Discrimination with Functional Multi-Layer Perceptrons
Brieuc Conan-Guez, Fabrice Rossi 157
PLS Approach for Clusterwise Linear Regression on Functional Data
Cristian Preda, Gilbert Saporta 167
On Classification and Regression Trees for Multiple Responses Seong Keon Lee 177
Subsetting Kernel Regression Models Using Genetic Algorithm and the Information Measure of Complexity
Xinli Bao, Hamparsum Bozdogan 185
Cherry-Picking as a Robustness Tool
Leanna L. House, David Banks 197
Part III Classification and Dimension Reduction
Academic Obsessions and Classification Realities: Ignoring Practicalities in Supervised Classification
David J. Hand 209
Modified Biplots for Enhancing Two-Class Discriminant Analysis
Sugnet Gardner, Niel le Roux 233
Weighted Likelihood Estimation of Person Locations in an Unfolding Model for Polytomous Responses
Guanzhong Luo, David Andrich 241
Classification of Geospatial Lattice Data and their Graphical Representation
Koji Kurihara 251
Degenerate Expectation-Maximization Algorithm for Local Dimension Reduction
Xiaodong Lin, Yu Zhu 259
A Dimension Reduction Technique for Local Linear Regression
Joseph Lucas 269
Reducing the Number of Variables Using Implicative Analysis
Raphal Couturier, Rgis Gras, Fabrice Guillet 277
Optimal Discretization of Quantitative Attributes for Association Rules
Stefan Born, Lars Schmidt-Thieme 287
Part IV Symbolic Data Analysis
Clustering Methods in Symbolic Data Analysis
Rosanna Verde 299
Dependencies in Bivariate Interval-Valued Symbolic Data
L. Billard 319
Clustering of Symbolic Objects Described by Multi-Valued and Modal Variables
Andr Hardy, Pascale Lallemand 325
A Hausdorff Distance Between Hyper-Rectangles for Clustering Interval Data
Marie Chavent 333
Kolmogorov-Smirnov for Decision Trees on Interval and Histogram Variables
Chrif Mballo and Edwin Diday 341
Dynamic Cluster Methods for Interval Data Based an Mahalanobis Distances
Renata M.C.R. de Souza, Francisco de A.T. de Carvalho, Camilo P. Tenrio, Yves Lechevallier 351
A Symbolic Model-Based Approach for Making Collaborative Group Recommendations
Srgio R. de M. Queiroz, Francisco de A. T. de Carvalho 361
Probabilistic Allocation of Aggregated Statistical Units in Classification Trees for Symbolic Class Description
Mohamed Mehdi Limam, Edwin Diday, Suzanne Winsberg 371
Building Small Scale Models of Multi-Entity Databases by Clustering
Georges Hbrail, Yves Lechevallier 381
Part V Taxonomy and Medicine
Phylogenetic Closure Operations and Homoplasy-Free Evolution
Tobias Dezulian, Mike Steel 395
Consensus of Classification Systems, with Adams' Results Revisited
Florent Domenach, Bruno Leclerc 417
Symbolic Linear Regression with Taxonomies
F. Afonso, L. Billard, and E. Diday 429
Determining Horizontal Gene Transfers in Species Classification: Unique Scenario
Vladimir Makarenkov, Alix Boc, Abdoulaye Banir Diallo 439
Active and Passive Learning to Explore a Complex Metabolism Data Set
Susan J. Simmons, Xiaodong Lin, Chris Beecher, Young Truong and S. Stanley Young 447
Mathematical and Statistical Modeling of Acute Inflammation
Gilles Clermont, Carson C. Chow, Gregory M. Constantine, Yoram Vodovotz, John Bartels 457
Combining Functional MRI Data an Multiple Subjects
Mark G. Vangel 469
Classifying the State of Parkinsonism by Using Electronic Force Platform Measures of Balance
Nicholas I. Bohnen, Marius G. Buliga, Gregory M. Constantine 477
Subject Filtering for Passive Biometric Monitoring
Vahan Grigoryan, Donald Chiarulli, Milos Hauskrecht 485
Part VI Text Mining
Mining Massive Text Data and Developing Tracking Statistics
Daniel R. Jeske, Regina Y. Liu 495
Contributions of Textual Data Analysis to Text Retrieval
Simona Balbi, Emilio Di Meglio 511
Automated Resolution of Noisy Bibliographic References
Markus Demleitner, Michael Kurtz, Alberto Accomazzi, Gnther Eichhorn, Carolyn S. Grant, Steven S. Murray 521
Choosing the Right Bigrams for Information Retrieval
Maojin Jiang, Eric Jensen, Steve Beitzel, Shlomo Argamon 531
A Mixture Clustering Model for Pseudo Feedback in Information Retrieval
Tao Tao, ChengXiang Zhai 541
Analysis of Cross-Language Open-Ended Questions Through MFACT
Mnica Bcue, Jrme Pags, Campo-Elas Pardo 553
Inferring User's Information Context from User Profiles and Concept Hierarchies
Ahu Sieg, Bamshad Mobasher, Robin Burke 563
Database Selection for Longer Queries
Wensheng Wu, Clement Yu, Weiyi Meng 575
Part VII Contingency Tables and Missing Data
An Overview of Collapsibility
Stefano De Cantis and Antonino M. Oliveri 587
Generalized Factor Analyses for Contingency Tables
Franois Bavaud 597
A PLS Approach to Multiple Table Analysis
Michel Tenenhaus 607
Simultaneous Row and Column Partitioning in Several Contingency Tables
Vincent Loonis 621
Missing Data and Imputation Methods in Partition of Variables
Ana Lorga da Silva, Gilbert Saporta, Helena Bacelar-Nicolau 631
The Treatment of Missing Values and its Effect an Classifier Accuracy
Edgar Acua, Caroline Rodriguez 639
Clustering with Missing Values: No Imputation Required
Kiri Wagstaff 649
END
