AI 2003: Advances in Artificial Intelligence: 16th Australian Conference on AI, Perth, Australia, December 3-5, 2003, Proceedings (Google eBook)

Front Cover
Tamas D. Gedeon, Lance C.C. Fung
Springer Science & Business Media, Nov 24, 2003 - Computers - 1075 pages
0 Reviews
Consider the problem of a robot (algorithm, learning mechanism) moving along the real line attempting to locate a particular point ? . To assist the me- anism, we assume that it can communicate with an Environment (“Oracle”) which guides it with information regarding the direction in which it should go. If the Environment is deterministic the problem is the “Deterministic Point - cation Problem” which has been studied rather thoroughly [1]. In its pioneering version [1] the problem was presented in the setting that the Environment could charge the robot a cost which was proportional to the distance it was from the point sought for. The question of having multiple communicating robots locate a point on the line has also been studied [1, 2]. In the stochastic version of this problem, we consider the scenario when the learning mechanism attempts to locate a point in an interval with stochastic (i. e. , possibly erroneous) instead of deterministic responses from the environment. Thus when it should really be moving to the “right” it may be advised to move to the “left” and vice versa. Apart from the problem being of importance in its own right, the stoch- tic pointlocationproblemalsohas potentialapplications insolvingoptimization problems. Inmanyoptimizationsolutions–forexampleinimageprocessing,p- tern recognition and neural computing [5, 9, 11, 12, 14, 16, 19], the algorithm worksits wayfromits currentsolutionto the optimalsolutionbasedoninfor- tion that it currentlyhas. A crucialquestionis oneof determining the parameter whichtheoptimizationalgorithmshoulduse.
  

What people are saying - Write a review

We haven't found any reviews in the usual places.

Contents

Discovery of Emerging Patterns and Their Use in Classification
1
Science or Just Fun and Games?
12
On How to Learn from a Stochastic Teacher or a Stochastic Compulsive Liar of Unknown Identity
24
Multimedia Analysis and Synthesis
41
Modelling Message Handling System
53
A New Approach for ConceptBased Web Search
65
Representing the Spatial Relations in the Semantic Web Ontologies
77
Inductive Construction of Ontologies from Formal Concept Analysis
88
Predicting the Distribution of Discrete Spatial Events Using Artificial Neural Networks
567
Learning Action Selection Network of Intelligent Agent
578
A Dynamic SelfOrganizing ELearner Communities with Improved Multiagent Matchmaking Algorithm
590
Increased Learning Rates by Communication in a Multiagent System
601
An Infrastructure for Agent Collaboration in Open Environments
612
Fingerprint Images Segmentation Using Two Stages Coarse to Fine Discrimination Technique
624
Automatic Fingerprint Center Point Determination by Using Modified Directional Field and Morphology
633
An Application in Robot Vision
641

Dynamic Variable Filtering for Hard Random 3SAT Problems
100
A Proposal of an Efficient Crossover Using Fitness Prediction and Its Application
112
A New Hybrid Genetic Algorithm for the Robust Graph Coloring Problem
125
Estimating Problem Metrics for SAT Clause Weighting Local Search
137
Information Extraction via Path Merging
150
Natural Language Agreement Description for Reversible Grammars
161
Token Identification Using HMM and PPM Models
173
Korean Compound Noun Term Analysis Based on a Chart Parsing Technique
186
A Language Modeling Approach to Search Distributed Text Databases
196
Combining Multiple HostBased Detectors Using Decision Tree
208
Association Rule Discovery with Unbalanced Class Distributions
221
Efficiently Mining Frequent Patterns from Dense Datasets Using a Cluster of Computers
233
Deriving Information about Relationships between Classifications in MCRDR
245
Fuzzy Cognitive Map Learning Based on Nonlinear Hebbian Rule
256
MML Inference of Decision Graphs with Multiway Joins and Dynamic Attributes
269
Selection of Parameters in Building Fuzzy Decision Trees
282
Tool Condition Monitoring in Drilling Using Artificial Neural Networks
293
Software Verification of Redundancy in NeuroEvolutionary Robotics
302
A Firearm Identification System Based on Neural Network
315
Predicting the Australian Stock Market Index Using Neural Networks Exploiting Dynamical Swings and Intermarket Influences
327
A Tableaux System for Deontic Interpreted Systems
339
Decidability of Propositionally Quantified Logics of Knowledge
352
Some Logics of Belief and Disbelief
364
Axiomatic Analysis of Negotiation Protocols
377
A Probabilistic Line Breaking Algorithm
390
SemiringValued Satisfiability
402
A Defeasible Logic of PolicyBased Intention
414
Dynamic Agent Ordering in Distributed Constraint Satisfaction Problems
427
On Why Discretization Works for NaiveBayes Classifiers
440
Adjusting Dependence Relations for SemiLazy TAN Classifiers
453
Reduction of Non Deterministic Automata for Hidden Markov Model Based Pattern Recognition Applications
466
Unsupervised Learning of Correlated Multivariate Gaussian Mixture Models Using MML
477
Cooperative Learning in SelfOrganizing ELearner Communities Based on a MultiAgents Mechanism
490
The Effects of Material Tempo and Search Depth on WinLoss Ratios in Chess
501
Using Multiple Classification Ripple Down Rules for Intelligent Tutoring Systems Knowledge Acquisition
511
ModelBased Reinforcement Learning for Alternating Markov Games
520
Automatic Labelling of Self Organising Maps toward Hierarchical Visualisation for Information Retrieval
532
Using Images to Compare Two Constructive Network Techniques
544
Pareto NeuroEnsembles
554
Towards Automated Creation of Image Interpretation Systems
653
Dealing with Decision Costs in CBR in Medical Applications
666
A Case Study in Feature Invention for Breast Cancer Diagnosis Using XRay Scatter Images
677
Effectiveness of A Direct Speech Transform Method Using Inductive Learning from Laryngectomee Speech to Normal Speech
686
Robustness for Evaluating Rules Generalization Capability in Data Mining
699
Choosing Learning Algorithms Using Sign Tests with High Replicability
710
Evaluating a NearestNeighbor Method to Substitute Continuous Missing Values
723
A Symbolic Approach
735
A New Learning Scheme to Improve Classification of Rare Category Emails
747
A New Approach for Scientific Citation Classification Using Cue Phrases
759
Automatic Dialogue Segmentation Using Discourse Chunking
772
On Using Prototype Reduction Schemes and Classifier Fusion Strategies to Optimize KernelBased Nonlinear Subspace Methods
783
Noise Tolerance of EPBased Classifiers
796
Guided Operators for a HyperHeuristic Genetic Algorithm
807
Translating Novelty of Business Model into Terms of Modal Logics
821
An eNegotiation Framework
833
Teaching Computational Intelligent Techniques with RealLife Problems in Stock Trading
847
A Combined Hierarchical Approach
857
Race Car Chassis Tuning Using Artificial Neural Networks
866
Applications of Soft Computing for Musical Instrument Classification
878
Nonlinear Time Series Prediction Based on Lyapunov TheoryBased Fuzzy Neural Network and Multiobjective Genetic Algorithm
890
A Unified Stochastic Architecture for Spoken Dialogue Systems
899
Evaluating Corpora for Named Entity Recognition Using CharacterLevel Features
910
Applying RinSCut Thresholding Strategy to Uncertainty Sampling
922
The Effect of Evolved Attributes on Classification Algorithms
933
SemiAutomatic Construction of Metadata from a Series of Web Documents
942
Constructive Plausible Logic Is Relatively Consistent
954
Heuristic Search Algorithms Based on Symbolic Data Structures
966
Behavior Network with Bayesian Network for Intelligent Agent
979
Effectiveness of Syntactic Information for Document Classification
992
OffLine Signature Verification and Forgery Detection System Based on Fuzzy Modeling
1003
A Course Advisor Expert System
1014
Applications of the Ecological Visualization System Using Artificial Neural Network and Mathematical Analysis
1027
Dynamic Games to Assess Network Value and Performance
1038
Design and Implementation of an Intelligent Information Infrastructure
1051
MML Classification of Music Genres
1063
Author Index
1073
Copyright

Common terms and phrases

Popular passages

Page 990 - Horvitz, E., Breese, J., Heckerman, D., Hovel, D. and Rommelse, K.. The Lumiere Project: Bayesian User Modeling for Inferring the Goals and Needs of Software Users.