ISBN: 354040354X
TITLE: Between Data Science and Applied Data Analysis
AUTHOR: Schader et al.
TOC:

Part I. Clustering and Discrimination
Robust Classification Through the Forward Search 3
Anthony Atkinson, Andrea Cerioli, Marco Riani
Fitting and Smoothing Properties of Length Constrained Smoothers Applied to Time Series 13
Estela Bee Dagum, Alessandra Luati
Interaction Terms in Non-linear PLS via Additive Spline Transformation 22
Jean-Franois Durand, Rosaria Lombardo
Discriminant Analysis With Categorical Variables: A Biplot Based Approach 30
Sugnet Gardner, Niel le Roux
Efficient Density Clustering Using Basin Spanning Trees 39
Sren Hader, Fred A. Hamprecht
Some Issues on Clustering of Functional Data 49
Salvatore Ingrassia, Andrea Cerioli, Aldo Corbellini
Scalable Clustering of High Dimensional Data 57
David Littau, Daniel Boley
Methods to Combine Classification Trees 65
Rossella Miglio, Gabriele Soffritti
Core-Based Clustering Techniques 74
Hans-Joachim Mucha, Hans-Georg Bartel, Jens Dolata
Combining Regression Trees and Radial Basis Function Networks in Longitudinal Data Modelling 83
Marilena Pillati, Daniela G. Calb, Giuliano Galimberti
Implementing a new Method for Discriminant Analysis When Group Covariance Matrices are Nearly Singular 92
Britta Pouwels, Winfried Theis, Christian Rver
Two Approaches for Discriminant Partial Least Squares 100
Robert Sabatier, Myrtille Vivien, Pietro Amenta
Improving the Classification Performance of a Discriminant Rule by Dealing With Data Cases Having a Substantial Influence on Variable Selection 109
Sarel Steel, Nelmarie Louw
Classification and Clustering of Vocal Performances 118
Claus Weihs, Uwe Ligges, Jrg Gttner, Petra Hasse-Becker, Sonja Berghof
Cluster- and Discriminant Analysis With Both Metric and Categorial Data 127
Michael Wodny, Bernd Jger, Karl-Ernst Biebler
Part II. Data Analysis and Statistics
Multivariate Mixture Models Estimation: A Genetic Algorithm Approach 133
Roberto Baragona, Francesco Battaglia
Two-Way Clustering for Contingency Tables: Maximizing a Dependence Measure 143
Hans-Hermann Bock
Localised Mixtures of Experts for Mixture of Regressions 155
Guillaume Bouchard
A Bayesian Approach for the Estimation of the Covariance Structure of Separable Spatio-Temporal Stochastic Processes 165
Silvia Bozza, Anthony O'Hagan
An Algorithm for the HICLAS-R Model
173 Eva Ceulemans, Iven Van Mechelen
Some Applications of Time-Varying Coefficient Models to Count Data 182
Monica Chiogna, Carlo Gaetan
On Ziggurats and Dendrograms 191
Frank Critchley
A Dimensionality Reduction Method Based on Simple Linear Regressions 201
Luigi D'Ambra, Pietro Amenta, Rosaria Lombardo
Evolutionary Strategies to Avoid Local Mimima
in Multidimensional Scaling 209
Stefan Etschberger, Andreas Hilbert
Principal Component Analysis of Boolean Symbolic Objects 218
Paolo Giordani
Multivariate Analysis for Variables of Arbitrary Information Level 226
Jrgen Hansohm
How Wrong Models Become Useful - and Correct Models Become Dangerous 235
Christian Hennig
Visualizing Symbolic Data by Closed Shapes 244
Antonio Irpino, Carlo Lauro, Rosanna Verde
LBGU-EM Algorithm for Mixture Density Estimation 252
Bambang Heru Iswanto, Bernd Fritzke
Change-Points in Bernoulli Trials With Dependence 261
Joachim Krauth
Two-Mode Clustering Methods: Compare and Contrast 270
Sabine Krolak-Schwerdt
Sensitivity of Graphical Modeling Against Contamination 279
Sonja Kuhnt, Claudia Becker
New Graphical Symbolic Objects Representations in Parallel Coordinates 288
Carlo N. Lauro, Francesco Palumbo, Alfonso Iodice D'Enza
A Hierarchical Classes Approach to Discriminant Analysis 296
Luigi Lombardi, Eva Ceulemans, Iven Van Mechelen
Prediction Optimal Data Analysis by Means of Stochastic Search 305
Karsten Luebke, Claus Weihs
System Error Variance Tuning in State-Space Models 313
Pietro Mantovan, Andrea Pastore
Corrado Gini and Multivariate Statistical Analysis: The (so far) Missing Link 321
Paola Monari, Angela Montanari
On Correspondence Analysis of Incomplete Orderings 329
Kalev Prna
Some Statistical Issues in Microarray Data Analysis 337
Stephane Robin
Background of the Variability in Past Human Populations: Selected Methodological Issues
Arkadiusz Soltysiak
Spatial Prediction With Space-Time Models 358
Stefano F. Tonellato
Part III. Data Mining, Information Processing, and Automation Neural Budget Networks of Sensorial Data 369
Massimo Aria, Ab Mooijaart, Roberta Siciliano
Evolutionary Model Selection in Bayesian Neural Networks 378
Silvia Bozza, Pietro Mantovan, Rosa A. Schiavo
Extreme Datamining 387
Valrie C. Chavez-Demoulin, Stephen A. Jarvis, Rafael Perera, Armin S.A. Roehrl, Stefan W. Schmiedl, MP. Sondergaard
Information Filtering Based on Modal Symbolic Objects 395
Francisco de A. T. de Carvalho, Byron L. D. Bezerra
Analyzing Learner Behavior and Performance 405
Karsten Friesen, Hans Schmitz
An Integration Strategy for Distributed Recommender Services in Legacy Library Systems 412
Andreas Geyer-Schulz, Michael Hahsler, Andreas Neumann, Anke Thede
Comparing Simple Association-Rules and Repeat-Buying Based Recommender Systems in a B2B Environment 421
Andreas Geyer-Schulz, Michael Hahsler, Anke Thede
Students' Preferences Related to Web Based E-Learning: Results of a Survey 430
Marc Gcks, Daniel Baier
MURBANDY: The (so far) Missing Link: User-Friendly Retrieval and Visualization of Geographic Information 438
Bernd Hermes, Maximilian Stempfhuber, Luca Demicheli, Carlo Lavalle
ASCAID: Using an Asymmetric Correlation Measure for Automatic Interaction Detection 447
Andreas Hilbert
Discriminative Clustering: Vector Quantization in Learning Metrics 456
Samuel Kaski, Janne Sinkkonen
Neural Network Hybrid Learning: Genetic Algorithms & Levenberg-Marquardt 464
Ricardo B. C. Prudncio, Teresa B. Ludermir
Syntagmatic and Paradigmatic Associations in Information Retrieval 473
Reinhard Rapp
Finding the Most Useful Clusters: Clustering and the Usefulness Metric 483
Caroline St. Clair
Internet Thesaurus - Extracting Relevant Terms from WWW Pages using Weighted Threshold Function over a Cross-Reference Matrix 492
Raz Tamir
Reflections on a Supervised Approach to Independent Component Analysis 501
Cinzia Viroli
Simulated Annealing and Tabu Search for Optimization of Neural Networks 510
Akio Yamazaki, Teresa B. Ludermir, Marcilio C. P. de Souto
Part IV. Finance, Marketing, and Management Science
Decentralizing Risk Management in the Case of Quadratic Hedging 521
Julia Bondarenko, Nicole Branger, Angelika Esser, Christian Schlag
Multimedia Stimulus Presentation Methods for Conjoint
Studies in Marketing Research 530
Michael Brusch, Daniel Baier
Forecasting the Customer Development of a Publishing Company with Decision Trees 538
Andreas Hilbert, Alexander Spatz
Estimation of Default Probabilities in a Single-Factor Model 546
Stefi Hse, Stefan Huschens
Simultaneous Confidence Intervals for Default Probabilities 555
Stefi Hse, Stefan Huschens
Model-Based Clustering With Hidden Markov Models and its Application to Financial Time-Series Data 561
Bernhard Knab, Alexander Schliep, Barthel Steckemetz, Bernd Wichern
Classification of Multivariate Data With Missing Values Using Expected Discriminant Scores 570
Wolfgang Kossa
Assessment of the Polish Manufacturing Sector
Attractiveness: An End-User Approach 578
Dorota Kwiatkowska-Ciotucha, Jzef Dziechciarz
Developing a Layout of a Supermarket Through Asymmetric Multidimensional Scaling and Cluster Analysis of Purchase Data 587
Akinori Okada, Tadashi Imaizumi
Market Segmentation Method From the Bayesian Viewpoint 595
Kazuo Shigemasu, Takuya Ohmori, Takahiro Hoshino
Support Vector Machines for Credit Scoring: Comparing to and Combining With Some Traditional Classification Methods 604
Ralf Stecking, Klaus B. Schebesch
Part V. Biology, Archaeology, and Medicine
Classification of Amino-Acid Sequences Using State-Space Models 615
Marcus Brunnert, Tillmann Krahnke, Wolfgang Urfer
Quantitative Study of Images in Archaeology: I. Textual Coding 624
Sergio Camiz, Elena Rova
Quantitative Study of Images in Archaeology: II. Symbolic Coding 633
Sergio Camiz, Elena Rova, Vanda Tulli
Power Functions in Multiple Sampling Plans Using DNA Computation 643
Carles Capdevila, M. Angels Colomer, Josep Conde, Josep Miret, Alba Zaragoza
Methodological Issues in the Baring Relationship Between Hepatitis C Virus and Non Hodgkin's Lymphomas 652
Stefano De Cantis, Daria Mendola, Emilio Iannitto
Class Discovery in Gene Expression Data: Characterizing Splits by Support Vector Machines 662
Florian Markowetz, Anja von Heydebreck
Efficient Clustering Methods for Tumor Classification With Microarrays 670
Jrg Rahnenfhrer
A Method to Classify Microarray Data 680
Marco Scarn, Donatella Sforzini, Alessandra Ulivieri, Sergio Nasi
Index 689
END
