This book constitutes the refereed proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2002, held in Tokyo, Japan in August 2002.
The 57 revised full papers presented together with 5 invited contributions and 26 posters were carefully reviewed and selected from 161 submissions. The papers are organized in topical sections on logic and AI foundations, representation and reasoning of actions, constraint satisfaction, foundations of agents, foundations of learning, reinforcement learning, knowledge acquisition and management, data mining and knowledge discovery, neural network learning, learning for robots, multi-agent applications, document analysis, Web intelligence, bioinformatics, intelligent learning environments, face recognition, and multimedia and emotion.
Author(s): Michael J. Pazzani (auth.), Mitsuru Ishizuka, Abdul Sattar (eds.)
Series: Lecture Notes in Computer Science 2417 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2002
Language: English
Pages: 628
Tags: Artificial Intelligence (incl. Robotics)
Commercial Applications of Machine Learning for Personalized Wireless Portals....Pages 1-5
Learning, Collecting, and Using Ontological Knowledge for NLP....Pages 6-6
Hidden Variables in Knowledge Representation....Pages 7-8
Intellimedia Systems: Research and Applications at the Intersection of Multimedia and Artificial Intelligence....Pages 9-18
Integration of Multimedia and Art for New Human-Computer Communications....Pages 19-28
R-UNSEARCHMO: A Refinement on UNSEARCHMO....Pages 29-38
Deontic Relevant Logic: A Strong Relevant Logic Approach to Removing Paradoxes from Deontic Logic....Pages 39-48
Solving the Ramification Problem: Causal Propagation in an Argumentation-Theoretic Approach....Pages 49-59
Representing Actions over Dynamic Domains....Pages 60-69
Consistency of Action Descriptions....Pages 70-79
Solving Factored MDPs with Large Action Space Using Algebraic Decision Diagrams....Pages 80-89
Dynamic Fuzziness....Pages 90-96
Distributed Reinforcement of Arc-Consistency....Pages 97-107
Parallel Execution of Stochastic Search Procedures on Reduced SAT Instances....Pages 108-117
Two Transformations of Clauses into Constraints and Their Properties for Cost-Based Hypothetical Reasoning....Pages 118-127
Hidden Markov Modeling for Multi-agent Systems....Pages 128-137
Modelling PRS-Like Agents’ Mental States....Pages 138-147
Genetic Algorithm and Social Simulation....Pages 148-157
Adaptive Directed Acyclic Graphs for Multiclass Classification....Pages 158-168
Network Optimization through Learning and Pruning in Neuromanifold....Pages 169-177
DIC: A Novel Discrete Incremental Clustering Technique for the Derivation of Fuzzy Membership Functions....Pages 178-187
Application of Episodic Q-Learning to a Multi-agent Cooperative Task....Pages 188-197
LC-Learning: Phased Method for Average Reward Reinforcement Learning —Analysis of Optimal Criteria —....Pages 198-207
LC-Learning: Phased Method for Average Reward Reinforcement Learning —Preliminary Results —....Pages 208-217
Extension of the RDR Method That Can Adapt to Environmental Changes and Acquire Knowledge from Both Experts and Data....Pages 218-227
Case Generation Method for Constructing an RDR Knowledge Base....Pages 228-237
Association Rules Using Rough Set and Association Rule Methods....Pages 238-243
Change-Point Estimation Using New Minimum Message Length Approximations....Pages 244-254
Knowledge Discovery from Structured Data by Beam-Wise Graph-Based Induction....Pages 255-264
BackPOLE: Back Propagation Based on Objective Learning Errors....Pages 265-274
A Method on Improvement of the Online Mode Error Backpropagation Algorithm for Pattern Recognition....Pages 275-284
Optimizing a Multiple Classifier System....Pages 285-294
Generalization of Iterative Learning Control for Multiple Desired Trajectories in Robotic Systems....Pages 295-304
Learning Topological Maps from Sequential Observation and Action Data under Partially Observable Environment....Pages 305-314
A Saliency Map Model for Active Perception Using Color Information and Local Competitive Mechanism....Pages 315-324
Generation of Optimal Biped Walking for Humanoid Robot by Co-evolving Morphology and Controller....Pages 325-334
Multi-agent Coordination in Planning....Pages 335-344
A Multi-agent Based Approach to the Inventory Routing Problem....Pages 345-354
An Agent-Based Hybrid Intelligent System for Financial Investment Planning....Pages 355-364
Socially Intelligent Aerial Combat Simulator....Pages 365-374
Construction of Large-Scale Bayesian Networks by Local to Global Search....Pages 375-384
Using Bayesian Networks with Hidden Nodes to Recognise Neural Cell Morphology....Pages 385-394
Recognizing 100 Speakers Using Homologous Naive Bayes....Pages 395-403
An Approach to Microscopic Clustering of Terms and Documents....Pages 404-413
Effective Methods for Improving Naive Bayes Text Classifiers....Pages 414-423
Efficiently Clustering Documents with Committees....Pages 424-433
Topic Extraction from Text Documents Using Multiple-Cause Networks....Pages 434-443
A Comparative Study on Statistical Machine Learning Algorithms and Thresholding Strategies for Automatic Text Categorization....Pages 444-453
PATI: An Approach for Identifying and Resolving Ambiguities....Pages 454-462
Extracting User Profiles from E-mails Using the Set-Oriented Classifier....Pages 463-471
Wrapper Generation by Using XML-Based Domain Knowledge for Intelligent Information Extraction....Pages 472-481
Modified PrefixSpan Method for Motif Discovery in Sequence Databases....Pages 482-491
A Multi-agent Bioinformatics Integration System with Adjustable Autonomy....Pages 492-501
Using Case-Based Reasoning Approach in Planning Instructional Activities....Pages 502-511
Feature Construction for Student Group Forming Based on Their Browsing Behaviors in an E-learning System....Pages 512-521
Web-Based Tutoring System for Computer Security....Pages 522-531
A Simple Illumination Normalization Algorithm for Face Recognition....Pages 532-541
A Self-Adaptive Architecture and Its Application to Robust Face Identification....Pages 542-551
Realizing Audio-Visually Triggered ELIZA-Like Non-verbal Behaviors....Pages 552-562
Audio-to-Visual Conversion Using Hidden Markov Models....Pages 563-570
Scripting the Bodies and Minds of Life-Like Characters....Pages 571-580
An Affective Decision Making Agent Architecture Using Emotion Appraisals....Pages 581-590
Logic Programming for Agents....Pages 591-591
Evolutionary Multi-agents System for Prediction of Social Behavior in Large Cities....Pages 592-593
Agent-Based Cooperative Distributed Tutoring Systems....Pages 594-594
A Computational Model of Reasoning as Socially-Constructed Process....Pages 595-595
Managing Information Complexity of Supply Chains via Agent-Based Genetic Programming....Pages 596-596
Semantic Integration of E-business Models Based on Multi-layered Repository....Pages 597-597
Randomization and Uncertain Inference....Pages 598-598
Checkers Strategy Evolution with Speciated Neural Networks....Pages 599-599
Generation and Optimization of Fuzzy Neural Network Structure....Pages 600-600
FuzzyDrive: A Fuzzy Rule-Based Auto Pilot System....Pages 601-601
Implementing NRDR Using OO Database Management System (OODBMS)....Pages 602-603
Using Ripple Down Rules for Actions and Planning....Pages 604-604
A Generative Dependency Grammar....Pages 605-605
Indonesian Morphological Parser with Minimum Connectivity Cost to Solve Ambiguities....Pages 606-606
Target Word Selection Using WordNet and Data-Driven Models in Machine Translation....Pages 607-607
A Study on Using Natural Language as a Computer Communication Protocol....Pages 608-608
Automatic Indexing Based on Term Activities....Pages 609-609
Answer Extraction by Flexible Matching, Filtering, and Interpretation....Pages 610-610
A Statistical Identification and Verification Method for Biometrics....Pages 611-611
Proposal of a Multimodal Dialogue Description Language....Pages 612-612
Image Classification by Web Images....Pages 613-614
Real-Time Face Detection and Tracking Using PCA and NN....Pages 615-615
A Wrapper-Based Approach to Robot Learning Concepts from Images....Pages 616-616
An Effective HMM-Based Intrusion Detection System with Privilege Change Event Modeling....Pages 617-618
A Method on Improving of Enrolling Speed for the MLP-Based Speaker Verification System through Reducing Learning Data....Pages 619-619
Syntactic Representations of Semantic Merging Operations....Pages 620-620