Introspective Learning to Build Case-Based Reasoning (CBR) Knowledge Containers / Susan Craw -- Graph-Based Tools for Data Mining and Machine Learning / Horst Bunke -- Simplification Methods for Model Trees with Regression and Splitting Nodes / Michelangelo Ceci, Annalisa Apice, Donato Malerba -- Learning Multi-label Alternating Decision Trees from Texts and Data / Francesco De Comite, Remi Gilleron, Marc Tommasi -- Khiops: A Discretization Method of Continuous Attributes with Guaranteed Resistance to Noise / Marc Boulle -- On the Size of a Classification Tree / Angela Scaringella -- A Comparative Analysis of Clustering Algorithms Applied to Load Profiling / Fatima Rodrigues ... [et a;.] -- Similarity-Based Clustering of Sequences Using Hidden Markov Models / Manuele Bicego, Vittorio Murino, Mario A. T. Figueiredo -- A Fast Parallel Optimization for Training Support Vector Machine / Jian-xiong Dong, Adam Krzyzak, Ching Y. Suen -- A ROC-Based Reject Rule for Support Vector Machines / Francesco Tortorella -- Remembering Similitude Terms in CBR / Eva Armengol, Enric Plaza -- Authoring Cases from Free-Text Maintenance Data / Chunsheng Yang ... [et al.] -- Classification Boundary Approximation by Using Combination of Training Steps for Real-Time Image Segmentation / Johel Miteran, Sebastien Bouillant, Elbey Bourennane -- Simple Mimetic Classifiers / V. Estruch, C. Ferri, J. Hernandez-Orallo, M. J. Ramirez-Quintana -- Novel Mixtures Based on the Dirichlet Distribution: Application to Data and Image Classification / Nizar Bouguila, Djemel Ziou, Jean Vaillancourt -- Estimating a Quality of Decision Function by Empirical Risk / Victor Mikhailovich Nedel'ko -- Estimating a Quality of Decision Function by Empirical Risk / Victor Mikhailovich Nedel'ko -- Efficient Locally Linear Embeddings of Imperfect Manifolds / Abdenour Hadid, Matti Pietikainen -- Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval / Giorgio Giacinto, Fabio Roli -- A Rule-Based Scheme for Filtering Examples from Majority Class in an Imbalanced Training Set / Jamshid Dehmeshki, Mustafa Karakoy, Manlio Valdivieso Casique -- Coevolutionary Feature Learning for Object Recognition / Krzysztof Krawiec, Bir Bhanu -- Generalization of Pattern-Growth Methods for Sequential Pattern Mining with Gap Constraints / Claudia Antunes, Arlindo L. Oliveira -- Discover Motifs in Multi-dimensional Time-Series Using the Principal Component Analysis and the MDL Principle / Yoshiki Tanaka, Kuniaki Uehara -- Optimizing Financial Portfolios from the Perspective of Mining Temporal Structures of Stock Returns / Kai-Chun Chiu, Lei Xu -- Visualizing Sequences of Texts Using Collocational Networks / Camilla Magnusson, Hannu Vanharanta -- Complexity Analysis of Depth First and FP-Growth Implementations of APRIORI / Walter A. Kosters, Wim Pijls, Viara Popova -- GO-SPADE: Mining Sequential Patterns over Datasets with Consecutive Repetitions / Marion Leleu ... [et al.] -- Using Test Plans for Bayesian Modeling / Rainer Deventer ... [et al.] -- Using Bayesian Networks to Analyze Medical Data / In-Cheol Kim, Yong-Gyu Jung -- A Belief Networks-Based Generative Model for Structured Documents. An Application to the XML Categorization / Ludovic Denoyer, Patrick Gallinari -- Neural Self-Organization Using Graphs / Arpad Barsi -- Integrating Fuzziness with OLAP Association Rules Mining / Mehmet Kaya, Reda Alhajj -- Discovering Association Patterns Based on Mutual Information / Bon K. Sy -- Connectionist Probability Estimators in HMM Arabic Speech Recognition Using Fuzzy Logic / Lilia Lazli, Mokhtar Sellami -- Shape Recovery from an Unorganized Image Sequence / Kazuhiko Kawamoto, Atsushi Imiya, Kaoru Hirota -- A Learning Autonomous Driver System on the Basis of Image Classification and Evolutional Learning / Klaus-Dieter Kuhnert, Michael Krodel -- Detecting the Boundary Curve of Planar Random Point Set / A. Imiya ... [et al.] -- A Machine Learning Model for Information Retrieval with Structured Documents / Benjamin Piwowarski, Patrick Gallinari

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