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ORCID29. GfKl 2005: Magdeburg, Germany
- Myra Spiliopoulou, Rudolf Kruse, Christian Borgelt, Andreas Nürnberger
, Wolfgang Gaul:
From Data and Information Analysis to Knowledge Engineering, Proceedings of the 29th Annual Conference of the Gesellschaft für Klassifikation e.V., University of Magdeburg, March 9-11, 2005. Studies in Classification, Data Analysis, and Knowledge Organization, Springer 2006, ISBN 978-3-540-31313-7
Plenaries and Semi-plenaries
- Peter Bühlmann:
Boosting and l1-Penalty Methods for High-dimensional Data with Some Applications in Genomics. 1-12 - Dieter W. Fellner, Sven Havemann:
Striving for an Adequate Vocabulary: Next Generation 'Metadata'. 13-20 - Lawrence O. Hall, Parag M. Kanade:
Scalable Swarm Based Fuzzy Clustering. 21-31 - Nada Lavrac:
SolEuNet: Selected Data Mining Techniques and Applications. 32-39 - Josef A. Mazanec:
Inferred Causation Theory: Time for a Paradigm Shift in Marketing Science?. 40-51 - Dunja Mladenic:
Text Mining in Action!. 52-62 - Mattis Neiling:
Identification of Real-world Objects in Multiple Databases. 63-74 - Stefan Wrobel, Thomas Gärtner, Tamás Horváth:
Kernels for Predictive Graph Mining. 75-86
Clustering
- Bert Arnrich, Alexander Albert, Jörg A. Walter:
PRISMA: Improving Risk Estimation with Parallel Logistic Regression Trees. 87-94 - José Dias:
Latent Class Analysis and Model Selection. 95-102 - Marcus Weber, Wasinee Rungsarityotin, Alexander Schliep:
An Indicator for the Number of Clusters: Using a Linear Map to Simplex Structure. 103-110
Discriminant Analysis
- Wojciech Gamrot:
On the Use of Some Classification Quality Measure to Construct Mean Value Estimates Under Nonresponse. 111-118 - Eugeniusz Gatnar:
A Wrapper Feature Selection Method for Combined Tree-based Classifiers. 119-125 - Nelmarie Louw, Sarel Steel:
Input Variable Selection in Kernel Fisher Discriminant Analysis. 126-133 - Hemant A. Patil, Pranab Kumar Dutta, T. K. Basu:
The Wavelet Packet Based Cepstral Features for Open Set Speaker Classification in Marathi. 134-141 - Ekaterina Serikova, Eugene Zhuk:
A New Effective Algorithm for Stepwise Principle Components Selection in Discriminant Analysis. 142-149 - David Sommer, Martin Golz:
A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets. 150-157 - Thomas Weber:
Discriminant Analysis of Polythetically Described Older Palaeolithic Stone Flakes: Possibilities and Questions. 158-165
Classification with Latent Variable Models
- Daniela G. Calò, Angela Montanari, Cinzia Viroli:
Model-based Density Estimation by Independent Factor Analysis. 166-173 - Giuliano Galimberti, Gabriele Soffritti:
Identifying Multiple Cluster Structures Through Latent Class Models. 174-181 - Marilena Pillati, Cinzia Viroli:
Gene Selection in Classification Problems via Projections onto a Latent Space. 182-189
Multiway Classification and Data Analysis
- Sabine Krolak-Schwerdt, Michael Wiedenbeck:
The Recovery Performance of Two-mode Clustering Methods: Monte Carlo Experiment. 190-197 - Thomas Ostermann, Reinhard Schuster:
On the Comparability of Relialibility Measures: Bifurcation Analysis of Two Measures in the Case of Dichotomous Ratings. 198-205
Ranking, Multi-label Classification, Preferences
- Klaus Brinker:
On Active Learning in Multi-label Classification. 206-213 - Stéphan Clémençon, Gábor Lugosi, Nicolas Vayatis:
From Ranking to Classification: A Statistical View. 214-221
PLS Path Modeling, PLS Regression and Classification
- Karin Sahmer, Mohamed Hanafi, Mostafa El Qannari:
Assessing Unidimensionality within PLS Path Modeling Framework. 222-229 - Sven Serneels, Christophe Croux, Peter Filzmoser, Pierre J. Van Espen:
The Partial Robust M-approach. 230-237 - Silvia Squillacciotti:
Classification in PLS Path Models and Local Model Optimisation. 238-245
Robust Methods in Multivariate Statistics
- Claudio Agostinelli, Paolo Pellizzari:
Hierarchical Clustering by Means of Model Grouping. 246-253 - Claudia Becker, Sebastian Scholz:
Deepest Points and Least Deep Points: Robustness and Outliers with MZE. 254-261 - Andrea Cerioli, Marco Riani:
Robust Transformations and Outlier Detection with Autocorrelated Data. 262-269 - Peter Filzmoser, Sven Serneels, Christophe Croux, Pierre J. Van Espen:
Robust Multivariate Methods: The Projection Pursuit Approach. 270-277 - Fabian Mörchen, Alfred Ultsch:
Finding Persisting States for Knowledge Discovery in Time Series. 278-285
Data Mining and Explorative Multivariate Data Analysis
- Pietro Amenta, Enrico Ciavolino:
Restricted Co-inertia Analysis. 286-293 - Vartan Choulakian, Luigi Dambra, Biagio Simonetti:
Hausman Principal Component Analysis. 294-301 - Amor Messaoud, Claus Weihs, Franz Hering:
Nonlinear Time Series Modelling: Monitoring a Drilling Process. 302-309
Text Mining
- Gordana Antic, Ernst Stadlober, Peter Grzybek, Emmerich Kelih:
Word Length and Frequency Distributions in Different Text Genres. 310-317 - Christoph Benden:
Bootstrapping an Unsupervised Morphemic Analysis. 318-325 - Chris Biemann, Rainer Osswald:
Automatic Extension of Feature-based Semantic Lexicons via Contextual Attributes. 326-333 - Stephan Bloehdorn, Philipp Cimiano, Andreas Hotho:
Learning Ontologies to Improve Text Clustering and Classification. 334-341 - Isabel Drost, Steffen Bickel, Tobias Scheffer:
Discovering Communities in Linked Data by Multi-view Clustering. 342-349 - August Fenk, Gertraud Fenk-Oczlon:
Crosslinguistic Computation and a Rhythm-based Classification of Languages. 350-357 - Blaz Fortuna, Dunja Mladenic:
Using String Kernels for Classification of Slovenian Web Documents. 358-365 - Dafydd Gibbon, Baden Hughes, Thorsten Trippel:
Semantic Decomposition of Character Encodings for Linguistic Knowledge Discovery. 366-373 - Miha Grcar, Dunja Mladenic, Marko Grobelnik:
Applying Collaborative Filtering to Real-life Corporate Data. 374-381 - Emmerich Kelih, Peter Grzybek, Gordana Antic, Ernst Stadlober:
Quantitative Text Typology: The Impact of Sentence Length. 382-389 - Günter Neumann:
A Hybrid Machine Learning Approach for Information Extraction from Free Text. 390-397 - Blaz Novak, Dunja Mladenic, Marko Grobelnik:
Text Classification with Active Learning. 398-405 - Alexander Mehler, Rüdiger Gleim, Matthias Dehmer:
Towards Structure-sensitive Hypertext Categorization. 406-413 - Gerhard Paaß, Hugo de Vries:
Evaluating the Performance of Text Mining Systems on Real-world Press Archives. 414-421 - Reinhard Rapp:
Part-of-Speech Induction by Singular Value Decomposition and Hierarchical Clustering. 422-429 - Benno Stein, Sven Meyer zu Eissen:
Near Similarity Search and Plagiarism Analysis. 430-437
Fuzzy Data Analysis
- Frank Höppner:
Objective Function-based Discretization. 438-445 - Frank Klawonn:
Understanding and Controlling the Membership Degrees in Fuzzy Clustering. 446-453 - Bernd Korn:
Autonomous Sensor-based Landing Systems: Fusion of Vague and Incomplete Information by Application of Fuzzy Clustering Techniques. 454-461 - Marie-Jeanne Lesot:
Outlier Preserving Clustering for Structured Data Through Kernels. 462-469
Economics and Mining in Business Processes
- Daniel Enache, Claus Weihs, Ursula Garczarek:
Classification-relevant Importance Measures for the West German Business Cycle. 470-477 - Witold Hantke:
The Classification of Local and Branch Labour Markets in the Upper Silesia. 478-485 - David Kämpf, Alfred Ultsch:
An Overview of Artificial Life Approaches for Clustering. 486-493 - Jonas Kunze:
Design Problems of Complex Economic Experiments. 494-501 - Wolfgang Polasek, Helmut Berrer:
Traffic Sensitivity of Long-term Regional Growth Forecasts. 502-509 - Nils Raabe, Oliver Webber, Winfried Theis, Claus Weihs:
Spiralling in BTA Deep-hole Drilling: Models of Varying Frequencies. 510-517 - Monika Rozkrut, Dominik Rozkrut:
Analysis of the Economic Development of Districts in Poland as a Basis for the Framing of Regional Policies. 518-525
Banking and Finance
- Stefan Etschberger, Henning Fock, Christian Klein, Bernhard Zwergel:
The Classification of Candlestick Charts: Laying the Foundation for Further Empirical Research. 526-533 - Steffi Höse, Konstantin Vogl:
Modeling and Estimating the Credit Cycle by a Probit-AR(1)-Process. 534-541 - Ralf Stecking, Klaus B. Schebesch:
Comparing and Selecting SVM-Kernels for Credit Scoring. 542-549 - Grazyna Trzpiot, Alicja Ganczarek:
Value at Risk Using the Principal Components Analysis on the Polish Power Exchange. 550-557
Marketing
- Yasemin Boztug, Lutz Hildebrandt:
A Market Basket Analysis Conducted with a Multivariate Logit Model. 558-565 - Georgi I. Nalbantov, Jan C. Bioch, Patrick J. F. Groenen:
Solving and Interpreting Binary Classification Problems in Marketing with SVMs. 566-573 - Marcel Paulssen, Angela Sommerfeld:
Modeling the Nonlinear Relationship Between Satisfaction and Loyalty with Structural Equation Models. 574-581 - Thomas Spengler, Jan Malmendier:
Job Choice Model to Measure Behavior in a Multi-stage Decision Process. 582-589 - Winfried Steiner, Christiane Belitz, Stefan Lang:
Semiparametric Stepwise Regression to Estimate Sales Promotion Effects. 590-597
Adaptivity and Personalization
- Michael Hahsler, Kurt Hornik, Thomas Reutterer:
Implications of Probabilistic Data Modeling for Mining Association Rules. 598-605 - Krzysztof Jajuga, Daniel Papla:
Copula Functions in Model Based Clustering. 606-613 - Karen H. L. Tso, Lars Schmidt-Thieme:
Attribute-aware Collaborative Filtering. 614-621
User and Data Authentication in IT Security
- Richard M. Guest, Michael C. Fairhurst, Claus Vielhauer:
Towards a Flexible Framework for Open Source Software for Handwritten Signature Analysis. 622-629 - Nikola Pavesic, Tadej Savic, Slobodan Ribaric:
Multimodal Biometric Authentication System Based on Hand Features. 630-637 - Alessia De Rosa, Roberto Caldelli, Alessandro Piva:
Labelling and Authentication for Medical Imaging Through Data Hiding. 638-645 - Raymond N. J. Veldhuis, Asker M. Bazen, Wim Booij, Anne Hendrikse:
Hand-geometry Recognition Based on Contour Landmarks. 646-653 - Franziska Wolf, T. K. Basu, Pranab Kumar Dutta, Claus Vielhauer, Andrea Oermann, B. Yegnanarayana:
A Cross-cultural Evaluation Framework for Behavioral Biometric User Authentication. 654-661
Bioinformatics and Biostatistics
- Ivan G. Costa, Alexander Schliep:
On External Indices for Mixtures: Validating Mixtures of Genes. 662-669 - Joachim Krauth:
Tests for Multiple Change Points in Binary Markov Sequences. 670-677 - Alfred Ultsch:
UnitExpressions: A Rational Normalization Scheme for DNA Microarray Data. 678-683
Classification of High-dimensional Biological and Medical Data
- Martin Grüning, Siegfried Kropf:
A Ridge Classification Method for High-dimensional Observations. 684-691 - Ulrich Möller, Dörte Radke:
Assessing the Trustworthiness of Clustering Solutions Obtained by a Function Optimization Scheme. 692-699 - Gero Szepannek, Claus Weihs:
Variable Selection for Discrimination of More Than Two Classes Where Data are Sparse. 700-707
Medical and Health Sciences
- Stefano De Cantis, Anna Taormina:
The Assessment of Second Primary Cancers (SPCs) in a Series of Splenic Marginal Zone Lymphoma (SMZL) Patients. 708-715 - Michael Vogt, Ulrich Moissl, Jochen Schaab:
Heart Rate Classification Using Support Vector Machines. 716-723
Music Analysis
- Fabian Mörchen, Alfred Ultsch, Mario Nöcker, Christian Stamm:
Visual Mining in Music Collections. 724-731 - Daniel Müllensiefen, Christian Hennig:
Modeling Memory for Melodies. 732-739 - Claus Weihs, Uwe Ligges:
Parameter Optimization in Automatic Transcription of Music. 740-747
Data Mining Competition
- Jens Strackeljan, Roland Jonscher, Sigurd Prieur, David Vogel, Thomas Deselaers, Daniel Keysers, Arne Mauser, Ilja Bezrukov, Andre Hegerath:
GfKl Data Mining Competition 2005: Predicting Liquidity Crises of Companies. 748-758
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