This book constitutes the refereed proceedings of the Second International Conference on Discovery Science, DS'99, held in Tokyo, Japan, in December 1999.
The 26 revised full papers presented together with 2 invited contributions and 25 poster presentations were carefully reviewed and selected from a total of 74 submissions. The following topics are covered in their relation to discovery science: logic, inference, algorithmic learning, heuristic search, database management, data mining, networking, inductive logic programming, abductive reasoning, machine learning, constructive programming, intelligent agents, statistical methods, visualization, HCI, etc.
Author(s): Jan M. Żytkow (auth.), Setsuo Arikawa, Koichi Furukawa (eds.)
Series: Lecture Notes in Computer Science 1721 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1999
Language: English
Pages: 380
Tags: Artificial Intelligence (incl. Robotics); Information Storage and Retrieval; Database Management; Business Information Systems
The Melting Pot of Automated Discovery: Principles for a New Science....Pages 1-12
Expressive Probability Models in Science....Pages 13-16
Weighted Majority Decision among Several Region Rules for Scientific Discovery....Pages 17-29
CAEP: Classification by Aggregating Emerging Patterns....Pages 30-42
An Appropriate Abstraction for an Attribute-Oriented Induction....Pages 43-55
Collaborative Hypothesis Testing Processes by Interactive Production Systems....Pages 56-67
Computer Aided Discovery of User’s Hidden Interest for Query Restructuring....Pages 68-79
Iterative Naive Bayes....Pages 80-91
Schema Design for Causal Law Mining from Incomplete Database....Pages 92-102
Design and Evaluation of an Environment to Automate the Construction of Inductive Applications....Pages 103-114
Designing Views in HypothesisCreator: System for Assisting in Discovery....Pages 115-127
Discovering Poetic Allusion in Anthologies of Classical Japanese Poems....Pages 128-138
Characteristic Sets of Strings Common to Semi-structured Documents....Pages 139-147
Approximation of Optimal Two-Dimensional Association Rules for Categorical Attributes Using Semidefinite Programming....Pages 148-159
Data Mining of Generalized Association Rules Using a Method of Partial-Match Retrieval....Pages 160-171
Adaptive Sampling Methods for Scaling Up Knowledge Discovery Algorithms....Pages 172-183
Scheduled Discovery of Exception Rules....Pages 184-195
Learning in Constraint Databases....Pages 196-207
Discover Risky Active Faults by Indexing an Earthquake Sequence....Pages 208-219
Machine Discovery Based on the Co-occurrence of References in a Search Engine....Pages 220-229
Smoothness Prior Approach to Explore the Mean Structure in Large Time Series Data....Pages 230-241
Automatic Detection of Geomagnetic Sudden Commencement Using Lifting Wavelet Filters....Pages 242-251
A Noise Resistant Model Inference System....Pages 252-263
A Graphical Method for Parameter Learning of Symbolic-Statistical Models....Pages 264-276
Parallel Execution for Speeding Up Inductive Logic Programming Systems....Pages 277-286
Discovery of a Set of Nominally Conditioned Polynomials....Pages 287-298
H-Map: A Dimension Reduction Mapping for Approximate Retrieval of Multi-dimensional Data....Pages 299-305
Normal Form Transformation for Object Recognition Based on Support Vector Machines....Pages 306-315
A Definition of Discovery in Terms of Generalized Descriptional Complexity....Pages 316-318
Feature Selection Using Consistency Measure....Pages 319-320
A Model of Children’s Vocabulary Acquisition Using Inductive Logic Programming....Pages 321-322
Automatic Acquisition of Image Processing Procedures from Sample Sets of Classified Images Based on Requirement of Misclassification Rate....Pages 323-325
“Thermodynamics” from Time Series Data Analysis....Pages 326-327
Developing a Knowledge Network of URLs....Pages 328-329
Derivation of the Topology Structure from Massive Graph Data....Pages 330-332
Mining Association Algorithm Based on ROC Convex Hull Method in Bibliographic Navigation System....Pages 333-334
Regularization of Linear Regression Models in Various Metric Spaces....Pages 335-337
Argument-Based Agent Systems....Pages 338-339
Graph-Based Induction for General Graph Structured Data....Pages 340-342
Rules Extraction by Constructive Learning of Neural Networks and Hidden-Unit Clustering....Pages 343-344
Weighted Majority Decision among Region Rules for a Categorical Dataset....Pages 345-346
Rule Discovery Technique Using GP with Crossover to Maintain Variety....Pages 347-348
From Visualization to Interactive Animation of Database Records....Pages 349-350
Extraction of Primitive Motion for Human Motion Recognition....Pages 351-352
Finding Meaningful Regions Containing Given Keywords from Large Text Collections....Pages 353-354
Mining Adaptation Rules from Cases in CBR Systems....Pages 355-356
An Automatic Acquisition of Acoustical Units for Speech Recognition Based on Hidden Markov Network....Pages 357-358
Knowledge Discovery from Health Data Using Weighted Aggregation Classifiers....Pages 359-361
Search for New Methods for Assignment of Complex Molecular Spectra....Pages 362-363
Automatic Discovery of Definition Patterns Based on the MDL Principle....Pages 364-365
Detection of the Structure of Particle Velocity Distribution by Finite Mixture Distribution Model....Pages 366-368
Mutagenes Discovery Using PC GUHA Software System....Pages 369-370
Discovering the Primary Factors of Cancer from Health and Living Habit Questionnaires....Pages 371-372
