Discovery Science

Invited Talks.- Mathematics Based on Learning.- Data Mining with Graphical Models.- On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum.- In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project.- Learning Structure from Sequences, with Applications in a Digital Library.- Regular Papers.- Discovering Frequent Structured Patterns from String Databases: An Application to Biological Sequences.- Discovery in Hydrating Plaster Using Machine Learning Methods.- Revising Qualitative Models of Gene Regulation.- SEuS: Structure Extraction Using Summaries.- Discovering Best Variable-Length-Don't-Care Patterns.- A Study on the Effiect of Class Distribution Using Cost-Sensitive Learning.- Model Complexity and Algorithm Selection in Classification.- Experiments with Projection Learning.- Improved Dataset Characterisation for Meta-learning.- Racing Committees for Large Datasets.- From Ensemble Methods to Comprehensible Models.- Learning the Causal Structure of Overlapping Variable Sets.- Extraction of Logical Rules from Data by Means of Piecewise-Linear Neural Networks.- Structuring Neural Networks through Bidirectional Clustering of Weights.- Toward Drawing an Atlas of Hypothesis Classes: Approximating a Hypothesis via Another Hypothesis Model.- Datascape Survey Using the Cascade Model.- Learning Hierarchical Skills from Observation.- Poster Papers.- Image Analysis for Detecting Faulty Spots from Microarray Images.- Inferring Gene Regulatory Networks from Time-Ordered Gene Expression Data Using Differential Equations.- DNA-Tract Curvature Profile Reconstruction: A Fragment Flipping Algorithm.- Evolution Map: Modeling State Transition of Typhoon Image Sequences by Spatio-Temporal Clustering.- Structure-SweetnessRelationships of Aspartame Derivatives by GUHA.- A Hybrid Approach for Chinese Named Entity Recognition.- Extraction of Word Senses from Human Factors in Knowledge Discovery.- Event Pattern Discovery from the Stock Market Bulletin.- Email Categorization Using Fast Machine Learning Algorithms.- Discovery of Maximal Analogies between Stories.- Automatic Wrapper Generation for Multilingual Web Resources.- Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts.- ARISTA Causal Knowledge Discovery from Texts.- Knowledge Discovery as Applied to Music: Will Music Web Retrieval Revolutionize Musicology?.- Process Mining: Discovering Direct Successors in Process Logs.- The Emergence of Artificial Creole by the EM Algorithm.- Generalized Musical Pattern Discovery by Analogy from Local Viewpoints.- Using Genetic Algorithms-Based Approach for Better Decision Trees: A Computational Study.- Handling Feature Ambiguity in Knowledge Discovery from Time Series.- A Compositional Framework for Mining Longest Ranges.- Post-processing Operators for Browsing Large Sets of Association Rules.- Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction.- Feature Selection for Propositionalization.- Subspace Clustering Based on Compressibility.- The Extra-Theoretical Dimension of Discovery Extracting Knowledge by Abduction.- Discovery Process on the WWW: Analysis Based on a Theory of Scientific Discovery.- Invention vs. Discovery A Critical Discussion.