Hybrid Information Systems

by Abraham, Ajith; Koppen, Mario; His 200 (2001 Adelaide, S. Aust.)

• ISBN13: 9783790814804
• ISBN10: 3790814806
• Format: Paperback
• Copyright: 2002-11-01
• Publisher: Physica Verlag

Summary

Hybrid intelligent systems are becoming a very important problem-solving methodology affecting researchers and practitioners in areas ranging from science and technology to business and commerce. This volume focuses on the hybridization of different soft computing technologies and their interactions with hard computing techniques, other intelligent computing frameworks, and agents. Topics covered include: genetic-neurocomputing, neuro-fuzzy systems, genetic-fuzzy systems, genetic-fuzzy neurocomputing, hybrid optimization techniques, interaction with intelligent agents, fusion of soft computing and hard computing techniques, other intelligent systems and hybrid systems applications. The different contributions were presented at the first international workshop on hybrid intelligent systems (HIS1) in Adelaide, Australia.

Table of Contents

Neural Networks and Applications
A Full Explanation Facility for a MLP Network that Classifies Low-Back-Pain Patients and for Predicting its Reliability	1	(18)
M.L. Vaughn
S.J. Cavill
S.J. Taylor
M.A. Foy
A J.B. Fogg
Use of Multi-category Proximal SVM for Data Set Reduction	19	(6)
S.V.N. Vishwanathan
M.N. Murty
Neural Techniques in Logo Recognition	25	(8)
V. Joshi
L.C. Jain
U. Seiffert
K. Zyga
R. Price
F. Leisch
Motion Detection Using Cellular Neural Network	33	(12)
S. Belkasim
O. Basir
Speech Separation Based on Higher Order Statistics Using Recurrent Neural Networks	45	(12)
Y. Li
D.M.W. Powers
Speaker Recognition Using Radial Basis Function Neural Networks	57	(8)
D. Jianping
R. Venkateswarlu
A Multifaceted Investigation into Speech Reading	65	(14)
T.W. Lewis
D.M.W. Powers
Global Optimisation of Neural Networks Using a Deterministic Hybrid Approach	79	(14)
G. Beliakov
A. Abraham
AppART: An ART Hybrid Stable Learning Neural Network for Universal Function Approximation	93	(28)
L. Marti
A. Policriti
L. Garcia
Monitoring System Security Using Neural Networks and Support Vector Machines	121	(18)
S. Mukkamala
G. Janoski
A. Sung
A Hybrid Detection and Classification System for Human Motion Analysis	139	(20)
K. Tabb
N. Davey
R. Adams
S. George
Integrated Technique with Neurocomputing for Temporal Video Segmentation	159	(10)
G. Sorwar
L. Dooley
M. Murshed
Matching Data Mining Algorithm Suitability to Data Characteristics Using a Self-Organizing Map	169	(12)
K.A. Smith
F. Woo
V. Ciesielski
R. Ibrahim
Perceptual Grouping of Contours via Gated Diffusion of Boundary Signals	181	(14)
Z. Nedic
P. Lozo
L.C. Jain
Fuzzy Logic and Applications
Fusion of Fuzzy System and Conventional Technique to Evaluate Weather and Terrain Effects on the Vehicle Operations	195	(12)
A. Pradhan
L.C. Jain
A. Filippidis
F. Leisch
Soft Computing for Developing Short Term Load Forecasting Models in Czech Republic	207	(16)
M.R. Khan
A. Abraham
C. Ondrusek
An Induction Algorithm with Selection Significance Based on a Fuzzy Derivative	223	(14)
M.A. Mamedov
J. YearWood
Adaptive Database Learning in Decision Support Systems Using Evolutionary Fuzzy Systems: A Generic Framework	237	(16)
C. Tran
L.C. Jain
A. Abraham
Histogram-Based Fuzzy Clustering and its Comparison to Fuzzy C-Means Clustering in One-Dimensional Data	253	(16)
A. Chong
T.D. Gedeon
K.W. Wong
Optimizing Linear Programming Technique Using Fuzzy Logic	269	(16)
S. Petrovic-Lazarevic
A. Abraham
Semantics for Fuzzy Disjunctive Programs with Weak Similarity	285	(16)
D. Guller
An Integration of Fuzzy and Two-Valued Logics on Natural Language Semantics	301	(12)
T. Maeda
I. Hayashi
M. Umano
L.C. Jain
Fuzzy Hyperplanes in the Hypothesis Space	313	(10)
M. Eineborg
Evolutionary Computation and Other Heuristics
A Genetic Algorithm for Optimizing Throughput in Non-broadcast WDM Optical Networks	323	(16)
H. Podnar
J. Skorin-Kapov
Solving Trigonometric Identities with Tree Adjunct Grammar Guided Genetic Programming	339	(14)
N.X. Hoai
Integrated Evolutionary Algorithms	353	(8)
P. Osmera
J. Roupec
Evolving Natural Language Parser with Genetic Programming	361	(18)
G. Dulewicz
O. Unold
A Linear Genetic Programming Approach for Modeling Electricity Demand Prediction in Victoria	379	(16)
M. Bhattacharya
A. Abraham
B. Nath
Flexible Generator Maintenance Scheduling in a Practical System Using Fuzzy Logic and Genetic Algorithm	395	(20)
D. Srinivasan
I.M. Malik
Information Space Optimization with Real-Coded Genetic Algorithm for Inductive Learning	415	(16)
R. Orihara
T. Murakami
N. Sueda
S. Sakurai
A Comparison of GRASP and an Exact Method for Solving a Production and Delivery Scheduling Problem	431	(18)
J.M. Garcia
K.A. Smith
S. Lozano
F. Guerrero
Intelligent Agents and Applications
MEBRL: Memory Evolution Based Reinforcement Learning Algorithm of MAS	449	(10)
L. Chang
J. Yang
Agent Representation and Communication in CBR-Tutor	459	(10)
R.L. Reyes
R.C. Sison
Agent-based Software Engineering and Agent Mediations	469	(16)
C.F. Nourani
Virtual AI Classroom: A Proposal	485	(12)
F.N. Alpaslan
L.C. Jain
An Argumentation-Based Multi-Agent System for eTourism Dialogue	497	(16)
J. Avery
J. Yearwood
A. Stranieri
Modeling a Distributed Knowledge Management for Cooperative Agents	513	(14)
N. Etani
Bayesian Methods / Rough Sets and Applications
Linear Discriminant Text Classification in High Dimension	527	(12)
A. Kornai
J.M. Richards
A Bayesian Track-before-Detect Algorithm for IR Point Target Detection	539	(16)
R.C. Warren
Application of Bayesian Controllers to Dynamic Systems	555	(16)
R. Deventer
J. Denzler
H. Niemann
An Algorithm for Automatic Generation of a Case Base from a Database Using Similarity-Based Rough Approximation	571	(12)
L. Geng
C.W. Chan
A Family of Algorithms for Implementing the Main Concepts of the Rough Set Theory	583	(14)
M. do Carmo. Nicoletti
J. Quinteiro Uchoa
Intelligent Data Mining and Information Analysis
Value of Information Analysis in Dynamic Influence Diagrams	597	(14)
S. Xu
K.-L. Poh
An Automated Report Generation Tool for the Data Understanding Phase	611	(16)
J. Vesanto
J. Hollmen
Determining the Validity of Clustering for Data Fusion	627	(10)
K.A. Smith
S. Chuan
P. van der Putten
The Performance of Small Support Spatial and Temporal Filters for Dim Point Target Detection in Infrared Image Sequences	637	(16)
R.C. Warren
Using Petri Nets for Modeling Branch Control of Pipeline Processors	653	(12)
J.-F. Tu
L.-H. Wang
Extended Vector Annotated Logic Program and its Applications to Robot Action Control and Automated Safety Verification	665	(16)
K. Nakamatsu
J.M. Abe
A. Suzuki
Hybrid Intelligent Systems Applications: Reviews and Frameworks
Overview of Markov Chain Monte Carlo for Statistical Inference and its Application	681	(14)
T. Bo
C.T. Chai
Insurance Applications of Soft Computing Technologies	695	(16)
A.F. Shapiro
Teaming Human and Machine: A Conceptual Framework	711	(12)
P. Urlings
L.C. Jain
Dynamics and Thinking of Social Systems	723	(10)
V.I. Svetlichny
Author Index	733