Intelligent Data Engineering and Automated Learning - IDEAL 2000. Data Mining, Financial Engineering, and Intelligent Agents: Second International Conference Shatin, N.T., Hong Kong, China, December 13-15, 2000. Proceedings

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Kwong S. Leung, Lai-wan Chan, Helen Meng
Springer, Jul 31, 2003 - Computers - 580 pages
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X Table of Contents Table of Contents XI XII Table of Contents Table of Contents XIII XIV Table of Contents Table of Contents XV XVI Table of Contents K.S. Leung, L.-W. Chan, and H. Meng (Eds.): IDEAL 2000, LNCS 1983, pp. 3›8, 2000. Springer-Verlag Berlin Heidelberg 2000 4 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 5 6 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 7 0.6 1.5 0.4 1 0.2 0.5 0 0 10 100 1000 10000 10 100 1000 Mutual information (bits) Mutual information (bits) 8 J. Sinkkonen and S. Kaski 20 10 0 0.1 0.3 0.5 0.7 Mutual information (mbits) Analyses on the Generalised Lotto-Type Competitive Learning Andrew Luk St B&P Neural Investments Pty Limited, Australia Abstract, In generalised lotto-type competitive learning algorithm more than one winner exist. The winners are divided into a number of tiers (or divisions), with each tier being rewarded differently. All the losers are penalised (which can be equally or differently). In order to study the various properties of the generalised lotto-type competitive learning, a set of equations, which governs its operations, is formulated. This is then used to analyse the stability and other dynamic properties of the generalised lotto-type competitive learning.
 

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Contents

Clustering by Similarity in an Auxiliary Space
3
Analyses on the Generalised LottoType Competitive Learning
9
Extended Kmeans with an Efficient Estimation of the Number of Clusters
17
An Interactive Approach to Building Classification Models by Clustering and Cluster Validation
23
A New Distributed Algorithm for Large Data Clustering
29
A New Nonheirarchical Clustering Procedure For Symbolic Objects
35
Quantization of Continuous Input Variables for Binary Classification
42
InformationBased Classification by Aggregating Emerging Patterns
48
Building an Ontology for Financial Investment
308
A MultiAgent Negotiation Algorithm for Load Balancing in CORBABased Environment
314
Existence of Minority in MultiAgent Systemsusing Voronoi Tessellation
320
Combining ExploitationBased and ExplorationBased Approach in Reinforcement Learning
326
A Probabilistic Agent Approach to the Traffic Jam Problem
332
RoundTable Architecture for Communication in Multiagent Softbot Systems
338
Mobile Agents for Reliable Migration in Networks
344
A Construction of the Adapted Ontology Server in EC
355

Boosting the Margin Distribution
54
Detecting a Compact Decision Tree Based on an Appropriate Abstraction
60
A New Algorithm to Select Learning Examples from Learning Data
71
Data Ranking Based on Spatial Partitioning
78
Teaching C45 to Speak Prolog
85
Visualisation of Temporal Interval Association Rules
91
Lithofacies Characteristics Discovery from Well Log Data Using Association Rules
97
Fuzzy Hydrocyclone Modelling for Particle Separation Using Fuzzy Rule Interpolation
103
A DataDriven Fuzzy Approach to Robot Navigation Among Moving Obstacles
109
Best Harmony Learning
116
Observational Learning with Modular Networks
126
Finding Essential Attributes in Binary Data
133
A Heuristic Optimal Reduct Algorithm
139
A Note on Learning Automata Based Schemes for Adaptation of BP Parameters
145
A Note on Covariances for Categorical Data
150
A General Class of Neural Networks for Principal Component Analysis and Factor Analysis
158
Generalised Canonical Correlation Analysis
164
Integrating KPCA with an Improved Evolutionary Algorithm for Knowledge Discovery in Fault Diagnosi
174
Temporal Data Mining Using MultilevelLocal Polynomial Models
180
First Experiments for Mining Sequential Patterns on Distributed Sites with MultiAgents
187
Nonlinear and Noisy Time Series Prediction Using a Hybrid Nonlinear Neural Predictor
193
Genetic Programming Prediction of Solar Activity
199
Interpretation of the Richardson Plot in Time Series Representation
206
Wavelet Methods in PDE Valuation of Financial Derivatives
212
Fast Algorithms for Computing Corporate Default Probabilities
239
VariancePenalized Reinforcement Learning for RiskAverse Asset Allocation
244
Applying Mutual Information to Adaptive Mixture Models
250
Stability Analysis of Financial Ratios
256
Modeling of the German Yield Curve by Error Correction Neural Networks
262
Feature Selection for Support Vector Machines in Financial Time Series Forecasting
268
EDescendinDescendinDescendin Support Vector Machines for Financial Time Series Forecasting
274
Classifying Market States with WARS
280
Left Shoulder Detection in Korea Composite Stock
286
Multiagent Integer Programming
301
A Design and Implementation of Cyber Banking Process and Settlement System for Internet Commerce
361
A Shopping Agent That Automatically Constructs Wrappers for SemiStructured Online Vendors
368
Realtime Web Data Mining and Visualisation
374
Filtering and Condstraining Site Browsing through Web Walker Techniques
380
Topic Spotting on News Articles with Topic Repository by Controlled Indexing
386
Validating the Behavior of SelfInterested Agents in an Information Market Scenario
392
Discovering User Behavior Patterns in Personalized Interface Agents
398
An AgentBased Personalized Search on a Multisearch Engine Based on Internet Search Service
404
A CaseBased Transformation from HTML to XML An Extended Abstract
410
An architecture for XMLrepositories in relational databases
416
Automatic News Video Caption Extraction and Recognition
422
Advanced Multilevel Successive Elimination Algorithms for Motion Estimation in Video Coding
431
News Content Highlight via Fast Caption Text Detection on Compressed Video
443
Texturebased Text Location for Video Indexing
449
Video Segmentation by Two Measures And Two Thresholds
455
Ink Retrieval from Handwritten Documents
461
An Off Line Recognizer for HandWritten Chinese Characters
467
Bayesian Learning for Image Retrieva Using Multiple Features
473
A ContentBased Image Retrieval Method Using Third Order Color Feature Relations
479
Hierarchical Discriminant Regression for Incremental and RealTime Image Classification
484
Distinguishing Real and Virtual Edge Intersection in Pairs of Uncalibrated Images
490
Stereo Correspondence Using GABased Segmentation
497
A Genetic Algorithm Approach
503
Comparison with Interview Data
511
Toward an AgentBased Computational Modeling of Bargaining Strategies in Double Auction Markets with Genetic Programming
517
Combining Ordinal Financial Predictions with Genetic Programming
532
Applying Independent Component Analysis to Factor Model in Finance
538
WebBased Cluster Analysis System for China and Hong Kongs Stock Market
545
ArbitrageFree Asset Pricing in General StateSpace
551
A Tabu Search Based Algorithm for Clustering Categorical Data Sets
559
A New Methodology to Compare Algorithms
565
Author Index
571
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