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| 2006 | A New Family of String Classifiers Based on Local Relatedness. Yasuto Higa, Shunsuke Inenaga, Hideo Bannai, Masayuki Takeda |
| 2006 | A Novel Framework for Discovering Robust Cluster Results. Hye-Sung Yoon, Sang-Ho Lee, Sung-Bum Cho, Ju Han Kim |
| 2006 | A Pragmatic Logic of Scientific Discovery. Jean Sallantin, Christopher Dartnell, Mohammad Afshar |
| 2006 | A Voronoi Diagram Approach to Autonomous Clustering. Heidi Koivistoinen, Minna Ruuska, Tapio Elomaa |
| 2006 | Analysis of Linux Evolution Using Aligned Source Code Segments. Antti Rasinen, Jaakko Hollmén, Heikki Mannila |
| 2006 | Automatic Construction of Static Evaluation Functions for Computer Game Players. Makoto Miwa, Daisaku Yokoyama, Takashi Chikayama |
| 2006 | Automatic Recognition of Landforms on Mars Using Terrain Segmentation and Classification. Tomasz F. Stepinski, Soumya Ghosh, Ricardo Vilalta |
| 2006 | Automatic Water Eddy Detection in SST Maps Using Random Ellipse Fitting and Vectorial Fields for Image Segmentation. Armando Manuel Fernandes, Susana Nascimento |
| 2006 | Change Detection with Kalman Filter and CUSUM. Milton Severo, João Gama |
| 2006 | Checking Scientific Assumptions by Modeling. Joseph Phillips, Ronald Edwards, Raghuveer Kumarakrishnan |
| 2006 | Classification of Changing Regions Based on Temporal Context in Local Spatial Association. Jae-Seong Ahn, Yang-Won Lee, Key-Ho Park |
| 2006 | Clustering Pairwise Distances with Missing Data: Maximum Cuts Versus Normalized Cuts. Jan Poland, Thomas Zeugmann |
| 2006 | Contextual Ontological Concepts Extraction. Lobna Karoui, Nacéra Bennacer, Marie-Aude Aufaure |
| 2006 | Data-Driven Discovery Using Probabilistic Hidden Variable Models. Padhraic Smyth |
| 2006 | Databases Reduction Simultaneously by Ordered Projection. Isabel A. Nepomuceno-Chamorro, Juan A. Nepomuceno, Roberto Ruiz Sánchez, Jesús S. Aguilar-Ruiz |
| 2006 | Discovery Science, 9th International Conference, DS 2006, Barcelona, Spain, October 7-10, 2006, Proceedings Ljupco Todorovski, Nada Lavrac, Klaus P. Jantke |
| 2006 | Experiences from a Socio-economic Application of Induction Trees. Fabio B. Losa, Pau Origoni, Gilbert Ritschard |
| 2006 | Feature Construction and Nazha Selmaoui, Claire Leschi, Dominique Gay, Jean-François Boulicaut |
| 2006 | Gene Selection for Classifying Microarray Data Using Grey Relation Analysis. Lijuan Zhang, Zhoujun Li |
| 2006 | Identifying Historical Period and Ethnic Origin of Documents Using Stylistic Feature Sets. Yaakov HaCohen-Kerner, Hananya Beck, Elchai Yehudai, Dror Mughaz |
| 2006 | Incremental Algorithm Driven by Error Margins. Gonzalo Ramos-Jiménez, José del Campo-Ávila, Rafael Morales Bueno |
| 2006 | Information Theory and Classification Error in Probabilistic Classifiers. Aritz Pérez Martínez, Pedro Larrañaga, Iñaki Inza |
| 2006 | Interesting Patterns Extraction Using Prior Knowledge. Laurent Brisson |
| 2006 | Interpreting Microarray Experiments Via Co-expressed Gene Groups Analysis (CGGA). Ricardo Martínez, Nicolas Pasquier, Claude Pasquier, Lucero Lopez-Perez |
| 2006 | Itemset Support Queries Using Frequent Itemsets and Their Condensed Representations. Taneli Mielikäinen, Pance Panov, Saso Dzeroski |
| 2006 | Kalman Filters and Adaptive Windows for Learning in Data Streams. Albert Bifet, Ricard Gavaldà |
| 2006 | Learning Bayesian Network Equivalence Classes from Incomplete Data. Hanen Borchani, Nahla Ben Amor, Khaled Mellouli |
| 2006 | Mapping Ontologies in an Air Pollution Monitoring and Control Agent-Based System. Mihaela Oprea |
| 2006 | Mathematical Models of Category-Based Induction. Mizuho Mishima, Makoto Kikuchi |
| 2006 | Mining Approximate Motifs in Time Series. Pedro Gabriel Ferreira, Paulo J. Azevedo, Cândida G. Silva, Rui M. M. Brito |
| 2006 | Mining Sectorial Episodes from Event Sequences. Takashi Katoh, Kouichi Hirata, Masateru Harao |
| 2006 | Model-Based Estimation of Word Saliency in Text. Xin Wang, Ata Kabán |
| 2006 | On Class Visualisation for High Dimensional Data: Exploring Scientific Data Sets. Ata Kabán, Jianyong Sun, Somak Raychaudhury, Louisa Nolan |
| 2006 | Optimal Bayesian 2D-Discretization for Variable Ranking in Regression. Marc Boullé, Carine Hue |
| 2006 | Prediction of Domain-Domain Interactions Using Inductive Logic Programming from Multiple Genome Databases. Thanh Phuong Nguyen, Tu Bao Ho |
| 2006 | Reinforcement Learning and Apprenticeship Learning for Robotic Control. Andrew Y. Ng |
| 2006 | Rule-Based Prediction of Rare Extreme Values. Rita P. Ribeiro, Luís Torgo |
| 2006 | Scientific Discovery: A View from the Trenches. Catherine Blake, Meredith Rendall |
| 2006 | Spectral Norm in Learning Theory: Some Selected Topics. Hans Ulrich Simon |
| 2006 | Strategy Diagram for Identifying Play Strategies in Multi-view Soccer Video Data. Yukihiro Nakamura, Shin Ando, Kenji Aoki, Hiroyuki Mano, Einoshin Suzuki |
| 2006 | Symmetric Item Set Mining Based on Zero-Suppressed BDDs. Shin-ichi Minato |
| 2006 | Text Data Clustering by Contextual Graphs. Krzysztof Ciesielski, Mieczyslaw A. Klopotek |
| 2006 | The Solution of Semi-Infinite Linear Programs Using Boosting-Like Methods. Gunnar Rätsch |
| 2006 | Visual Interactive Subgroup Discovery with Numerical Properties of Interest. Alípio Mário Jorge, Fernando Pereira, Paulo J. Azevedo |
| 2006 | Visual Knowledge Discovery in Paleoclimatology with Parallel Coordinates. Roberto Therón |
| 2006 | e-Science and the Semantic Web: A Symbiotic Relationship. Carole A. Goble, Óscar Corcho, Pinar Alper, David De Roure |