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-Sweetness Relationships 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