Discovery Science

Table of Contents

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   Book Overview
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   Chapter 1 Mathematics Based on Learning
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   Chapter 2 Data Mining with Graphical Models
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   Chapter 3 On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum
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   Chapter 4 In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project
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   Chapter 5 Learning Structure from Sequences, with Applications in a Digital Library
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   Chapter 6 Discovering Frequent Structured Patterns from String Databases: An Application to Biological Sequences
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   Chapter 7 Discovery in Hydrating Plaster Using Machine Learning Methods
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   Chapter 8 Revising Qualitative Models of Gene Regulation
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    Chapter 9 SEuS: Structure Extraction Using Summaries
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    Chapter 10 Discovering Best Variable-Length-Don’t-Care Patterns
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    Chapter 11 A Study on the Effiect of Class Distribution Using Cost-Sensitive Learning
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    Chapter 12 Model Complexity and Algorithm Selection in Classification
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    Chapter 13 Experiments with Projection Learning
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    Chapter 14 Improved Dataset Characterisation for Meta-learning
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    Chapter 15 Racing Committees for Large Datasets
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    Chapter 16 From Ensemble Methods to Comprehensible Models
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    Chapter 17 Learning the Causal Structure of Overlapping Variable Sets
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    Chapter 18 Extraction of Logical Rules from Data by Means of Piecewise-Linear Neural Networks
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    Chapter 19 Structuring Neural Networks through Bidirectional Clustering of Weights
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    Chapter 20 Toward Drawing an Atlas of Hypothesis Classes: Approximating a Hypothesis via Another Hypothesis Model
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    Chapter 21 Datascape Survey Using the Cascade Model
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    Chapter 22 Learning Hierarchical Skills from Observation
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    Chapter 23 Image Analysis for Detecting Faulty Spots from Microarray Images
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    Chapter 24 Inferring Gene Regulatory Networks from Time-Ordered Gene Expression Data Using Differential Equations
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    Chapter 25 DNA-Tract Curvature Profile Reconstruction: A Fragment Flipping Algorithm
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    Chapter 26 Evolution Map: Modeling State Transition of Typhoon Image Sequences by Spatio-Temporal Clustering
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    Chapter 27 Structure-Sweetness Relationships of Aspartame Derivatives by GUHA
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    Chapter 28 A Hybrid Approach for Chinese Named Entity Recognition
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    Chapter 29 Extraction of Word Senses from Human Factors in Knowledge Discovery
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    Chapter 30 Event Pattern Discovery from the Stock Market Bulletin
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    Chapter 31 Email Categorization Using Fast Machine Learning Algorithms
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    Chapter 32 Discovery of Maximal Analogies between Stories
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    Chapter 33 Automatic Wrapper Generation for Multilingual Web Resources
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    Chapter 34 Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts
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    Chapter 35 ARISTA Causal Knowledge Discovery from Texts
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    Chapter 36 Knowledge Discovery as Applied to Music: Will Music Web Retrieval Revolutionize Musicology?
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    Chapter 37 Process Mining: Discovering Direct Successors in Process Logs
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    Chapter 38 The Emergence of Artificial Creole by the EM Algorithm
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    Chapter 39 Generalized Musical Pattern Discovery by Analogy from Local Viewpoints
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    Chapter 40 Using Genetic Algorithms-Based Approach for Better Decision Trees: A Computational Study
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    Chapter 41 Handling Feature Ambiguity in Knowledge Discovery from Time Series
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    Chapter 42 A Compositional Framework for Mining Longest Ranges
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    Chapter 43 Post-processing Operators for Browsing Large Sets of Association Rules
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    Chapter 44 Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction
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    Chapter 45 Feature Selection for Propositionalization
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    Chapter 46 Subspace Clustering Based on Compressibility
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    Chapter 47 The Extra-Theoretical Dimension of Discovery Extracting Knowledge by Abduction
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    Chapter 48 Discovery Process on the WWW: Analysis Based on a Theory of Scientific Discovery
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    Chapter 49 Invention vs. Discovery A Critical Discussion