E-raamat: Advances in Data Science and Classification: Proceedings of the 6th Conference of the International Federation of Classification Societies (IFCS-98) Universita "e;La Sapienza"e;, Rome, 21-24 July, 1998

Preface V Part I: Methodologies in Classification 3(218) Clustering and Classification 3(62) K-Midranges Clustering 3(12) J. Douglas Carroll Anil Chaturvedi A New Method for Detecting Influential Observations in Nonhierarchical Cluster Analysis 15(6) Andrea Cerioli Non-Probabilistic Classification 21(8) John C. Gower Gavin J.S. Ross An Investigation of Nine Procedures for Detecting the Structure in a Data Set 29(8) Andre Hardy Paul Andre Clustering and Outlier Identification: Fixed Point Cluster Analysis 37(6) Christian Hennig Clustering Large Datasets of Mixed Units 43(6) Simona Korenjak-Cerne Vladimir Batagelj A Critical Approach to Non-Parametric Classification of Compositional Data 49(8) J.A. Martin-Fernandez C. Barcelo-Vidal V. Pawlowsky-Glahn Clustering Based on Wavelet Transform: Applications to Point Pattern Clustering and to High-Dimensional Data Analysis 57(8) F. Murtagh J.L. Starck M. Berry Comparison and Consensus of Classification 65(34) Beyond Simpons Paradox: One Problem in Data Science 65(8) Chikio Hayashi Kazue Yamaoka For Consensus (With Branch Lengths) 73(8) Francois Joseph Lapointe Consensus of Classifications: The Case of Trees 81(10) Bruno Leclerc The Information Content of Consensus Trees 91(8) Joseph L. Thorley Mark Wilkinson Mike Charleston Fuzzy Clustering and Fuzzy Methods 99(32) Compatible and Complementary Fuzzy Partitions 99(6) Slavka Bodjanova Two Methods of Fuzzy c-Means and Classification Functions 105(6) Sadaaki Miyamoto Kazutaka Umayahara Dynamic Determination of Mixing Parameters in Fuzzy Clustering 111(6) Mina Ryoke Yoshiteru Nakamori Hiroyuki Tamura A Dynamic Additive Fuzzy Clustering Model 117(8) Mika Sato-Ilic Yoshiharu Sato Application of Fuzzy Mathematical Morphology for Pattern Classification 125(6) Sandrine Turpin-Dhilly Claudine Botte-Lecocq Optimization in Classification and Constrained Classification 131(60) Statistical Conditions for a Linear Complexity for an Algorithm of Hierarchical Classification Under Constraint of Contiguity 131(6) Kaddour Bachar Israel-Cesar Lerman Constrained Clustering Problems 137(8) Vladimir Batagelj Anuska Ferligoj A Constrained Clusterwise Procedure for Segmentation 145(8) Tommaso Gastaldi Donatella Vicari Maximal Predictive Clustering with Order Constraint: a Linear and Optimal Algorithm 153(8) Laurent Gueguen Regine Vignes Jacques Lebbe A Linear Programming Based Heuristic for a Hard Clustering Problem on Trees 161(10) Isabella Lari Maurizio Maravalle Bruno Simeone Two Principal Points of Symmetric Distributions 171(6) Masahiro Mizuta Pertinence for a Classification 177(8) N. Nicoloyannis M. Terrenoire D. Tounissoux Global Stochastic Optimization Techniques Applied to Partitioning 185(6) Javier Trejos Alex Murillo Eduardo Piza Probabilistic Modelling Methods in Classification and Pattern Recognition 191(30) MCMC Inference for Model-Based Cluster Analysis 191(6) Halima Bensmail Jacqueline J. Meulman On the Asymptotic Normality of a Resubstitution Error Estimate 197(8) Laszlo Gyorfi Marta Horvath Stochastic Methods for Generative Systems Analysis 205(6) Gabriel V. Orman Compensatory Rules for Optimal Classification with Mastery Scores 211(10) Hans J. Vos Part II: Other Approaches for Classification: Discrimination, Neural Network, Regression Trees 221(104) Discrimination and Classification 221(44) About the Automatic Detection of Training Sets for Multispectral Images Classification 221(6) V. Bertholet J.P. Rasson S. Lissoir A Leaps and Bounds Algorithm for Variable Selection in Two-Group Discriminant Analysis 227(6) Antonio Pedro Duarte Silva Canonical Discriminant Analysis of Multinomial Samples with Applications to Textual Data 233(6) Myung-Hoe Huh Kyung-Sook Yang How to Extract Predictive Binary Attributes from a Categorical One 239(6) I.C. Lerman J.F. Pinto da Costa A Density Distance Based Approach to Projection Pursuit Discriminant Analysis 245(6) Laura Lizzani Two Group Linear Discrimination Based on Transvariation Measures 251(6) Angela Montanari Daniela G. Calo A New Geometrical Hypothesis for Clustering and Discriminant Analysis 257(8) Jean-Paul Rasson Didier Jacquemin Vincent Bertholet Neural Network and Classification 265(30) Clustering and Neural Networks 265(14) Hans-Hermann Bock Application of Self-Organizing Maps to Outlier Identification and Estimation of Missing Data 279(8) Mariusz Grabowski Neuro-Fuzzy Classification 287(8) Detlef Nauck Andreas Nurnberger Rudolf Kruse Software Developments for Classification and Multivariate Data Analysis 295(30) Computational Enhancements in Tree-Growing Methods 295(8) Jan Klaschka Roberta Siciliano Jaromir Antoch A New Way to Build Oblique Decision Trees Using Linear Programming 303(8) Guy Michel Jean Luc Lambert Bruno Cremilleux Michel Henry-Amar Classification and Regression Trees Software and New Developments 311(8) Francesco Mola STABLE: a Visual Environment for the Study of Multivariate Data 319(6) Roger W. Payne Simon A. Harding Part III: Factorial Methods 325(60) Factorial Methods for Multivariate Data 325(60) Some Recent Developments in Factor Analysis and the Search for Proper Communalities 325(10) Jos M.F. ten Berge Bayesian Factor Analysis Model and Choosing the Number of Factors Using a New Informational Complexity Criterion 335(8) Hamparsum Bozdogan Kazuo Shigemasu Nonlinear Biplots for Multivariate Normal Grouped Populations 343(6) M. Calvo A. Villarroya J.M. Oller Discretization as a Tool in Cluster Analysis 349(6) Alicja Ciok A Robust Biplot Representation of Two-way Tables 355(8) Christophe Croux Peter Filzmoser Graphical Factor Analysis Models: Specification and Model Comparison 363(6) Paolo Giudici Elena Stanghellini Graphical Analysis of Fully Ranked Data 369(6) Sang-Tae Han Jonghoo Choi Improper Solutions in Exploratory Factor Analysis: Causes and Treatments 375(10) Yutaka Kano Part IV: Symbolic and Textual Data Analysis 385(98) Symbolic Data Analysis 385(64) Symbolic Clustering of Probabilistic Data 385(6) Paula Brito Statistical Proximity Functions of Boolean Symbolic Objects Based on Histograms 391(6) Francisco de A.T. de Carvalho Renata M.C.R. de Souza Vertices Principal Components Analysis with an Improved Factorial Representation 397(6) A. Chouakria E. Diday P. Cazes On the Complexity of Computation with Symbolic Objects Using Domain Knowledge 403(6) Marc Csernel Symbolic Data Analysis: A Mathematical Framework and Tool for Data Mining 409(8) Edwin Diday Symbolic Kernel Discriminant Analysis 417(8) Sandrine Lissoir Jean Paul Rasson Decision Trees and Uncertain Inference 425(8) Emmanuel Perinel Interpretation and Reduction of Galois Lattices of Complex Data 433(8) G. Polaillon Proximity Function for Clustering of Software Objects 441(8) Petko Valtchev Text Analysis 449(34) Textual Data Analysis for Open-Questions in Repeated Surveys 449(8) Simona Balbi Three-Way Textual Data Analysis 457(8) Monica Becue-Bertaut Classification Problems in Text Analysis and Information Retrieval 465(8) Ludovic Lebart Text Mining -- Knowledge Extraction from Unstructured Textual Data 473(10) Martin Rajman Romaric Besancon Part V: Multivariate and Multidimensional Data Analysis 483(152) Proximity Analysis and Multidimensional Scaling 483(34) A General Formulation of Multidimensional Unfolding Models Involving the Latitude of Acceptance 483(6) Guanzhong Luo The Data Theory Scaling System 489(8) Jacqueline J. Meulman Lawrence J. Hubert Willem J. Heiser A Note on Identification and Similarity Models 497(6) Hisao Miyano Generalized Distance Measures for Asymmetric Multivariate Distributions 503(6) Marco Riani Sergio Zani Obtaining Disparities as Slopes of Greatest Minorant Convex 509(8) Teresa Rivas Moya Multivariate Data Analysis 517(38) Non-Parametric Regression Models for the Conjoint Analysis of Qualitative and Quantitative Data 517(8) Simone Borra Agostino Di Ciaccio Local Multivariate Analysis 525(6) Pierre - Andre Cornillon Robert Sabatier Non-Parametric Regression and Non-Linear Data Analysis: an Overview 531(8) L. DAmbra R. Lombardo G. Tessitore Multivariate L(1) Mean 539(8) Yadolah Dodge Valentin Rousson Simple and Multiple Regression Splines with Bounded Optimal Knots 547(8) Jean-Francois Durand Nicolas Molinari Robert Sabatier Non-Linear Data Analysis 555(30) Interpretation of a Cross-Classification: a New Method and an Application 555(6) Sergio Camiz Jean-Jacques Denimal Bidimensional Kalman Filter and Iterated Conditional Modes 561(6) Luigi Ippoliti Luca Romagnoli An Iterative Reweighting Procedure to Robustify Projection Pursuit Regression 567(6) Annalisa Laghi Statistical Multivariate Techniques for the Stock Location Assignment Problem 573(6) Angelo M. Mineo Antonella Plaia A Bayesian Approach to the Analysis of Spatial Time Series 579(6) Stefano F. Tonellato Multiway Data Analysis 585(50) Dissimilarities Between Trajectories of a Three-way Longitudinal Data Set 585(8) Pierpaolo Durso Maurizio Vichi An Overview of Three-way Analysis and Some Recent Developments 593(10) Henk A.L. Kiers Studying the Diffusion of Three-Mode Analysis in Chemistry: Design Considerations 603(10) Pieter M. Kroonenberg Selection of Classification Models Using Data Envelopment Analysis 613(6) G. Nakhaeizadeh C.C. Taylor Tests for The Rank of Matrices of Hilbert-Schmidt Products 619(8) Manuela M. Oliveira Joao T. Mexia Application of Three-Way Data Clustering to Analysis of Lymphocyte Subset Numbers in Japanese Hemophiliacs Infected with HIV-1 627(8) Shinobu Tatsunami Rie Kuwabara Nagasumi Yago Jun-ichi Mimaya Kaneo Yamada Mika Sato Yosiharu Sato Part VI: Case Studies 635(34) Applied Classification and Data Analysis 635(34) On an Error Detecting Algorithm on Textual Data Files 635(6) Antonio Bellacicco Camillo De Vecchis Hierarchy Techniques of Multidimensional Data Analysis (MDA) in Social Medicine Research 641(6) Sabina Popescu-Spineni Classification and Decision Making in Forensic Sciences: the Speaker Identification Problem 647(8) Carla Rossi Ordinal Variables in the Segmentation of Advertisement Receivers 655(8) Marek Walesiak Jozef Dziechciarz Andrzej Bak Some Experimental Trial of Electronic Surveys on the Internet Environments 663(6) Osamu Yoshimura Noboru Ohsumi Yasuyuki Kawaura Naomasa Maruyama Shin-ichi Yanagimoto Yoriko Anraku Mariko Murata Contributors Index 669(4) Key Words Index 673(6) Conference Committee 679(2) List of Reviewers 681