MLP Neural Networks for Time-Series Prediction and Classification -- Fuzzy Neural Networks for Bioinformatics -- An Improved RBF Neural Network Classifier -- Attribute Importance Ranking for Data Dimensionality Reduction -- Genetic Algorithms for Class-Dependent Feature Selection -- Rule Extraction from RBF Neural Networks -- A Hybrid Neural Network For Protein Secondary Structure Prediction --…
From the contents: Support Vector Machines – An Introduction -- Multiple Model Estimation for Nonlinear Classification -- Componentwise Least Squares Support Vector Machines -- Active Support Vector Learning with Statistical Queries -- Local Learning vs. Global Learning: An Introduction to Maxi-Min Margin Machine -- Active-Set Methods for Support Vector Machines -- Theoretical and Practical M…
Evolutionary Methodology -- Quantum Computing -- Swarm Intelligence and Intelligent Agents -- Natural Computation Applications: Bioinformatics and Bio-medical Engineering -- Natural Computation Applications: Robotics and Intelligent Control -- Other Applications of Natural Computation -- Hardware Implementations of Natural Computation -- Fuzzy Neural Systems and Soft Computing.
Neural Network Learning Algorithms -- Neural Network Architectures -- Neurodynamics -- Statistical Neural Network Models and Support Vector Machines -- Other Topics in Neural Network Models -- Cognitive Science -- Neuroscience Informatics, Bioinformatics, and Bio-medical Engineering -- Neural Network Applications: Communications and Computer Networks -- Neural Network Applications: Expert Syste…
Neural Network Applications: Pattern Recognition and Diagnostics -- Neural Network Applications: Robotics and Intelligent Control -- Neural Network Applications: Signal Processing and Multi-media -- Other Neural Networks Applications -- Evolutionary Learning -- Artificial Immune Systems -- Evolutionary Theory -- Membrane, Molecular, and DNA Computing -- Ants Colony.
Human-Centered Computing for Image and Video Retrieval -- Vector Color Image Indexing and Retrieval within A Small-World Framework -- A Perceptual Subjectivity Notion in Interactive Content-Based Image Retrieval Systems -- A Scalable Bootstrapping Framework for Auto-Annotation of Large Image Collections -- Moderate Vocabulary Visual Concept Detection for the TRECVID 2002 -- Automatic Visual Con…
From the contents: Symmetrization of Fuzzy Operators: Notes On Data Aggregation -- An Integrity Estimation Using Fuzzy Logic -- Connectionist Fuzzy Relational Systems -- Semantic Indexing and Fuzzy Relevance Model in Information Retrieval -- Backward Reasoning on Rule-Based Systems Modeled by Fuzzy Petri Nets Through Backward Tree -- On The Generalization of Fuzzy Rough Approximation Based on A…
Knowledge Discovery today is a significant study and research area. In finding answers to many research questions in this area, the ultimate hope is that knowledge can be extracted from various forms of data around us. This book covers recent advances in unsupervised and supervised data analysis methods in Computational Intelligence for knowledge discovery. In its first part the book provides a…
Dimensionality Reduction -- Pattern Recognition and Trend Analysis -- Other Topics in FSKD Methods -- Mining of Spatial, Textual, Image and Time-Series Data -- Fuzzy Systems in Bioinformatics and Bio-medical Engineering -- Fuzzy Systems in Expert System and Informatics -- Fuzzy Systems in Pattern Recognition and Diagnostics -- Knowledge Discovery in Bioinformatics and Bio-medical Engineering --…
Fuzzy Theory and Models -- Uncertainty Management in Data Mining -- Uncertainty Management and Probabilistic Methods in Data Mining -- Approximate Reasoning -- Axiomatic Foundation -- Fuzzy Classifiers -- Fuzzy Clustering -- Fuzzy Database Mining and Information Retrieval -- Information Fusion -- Neuro-Fuzzy Systems -- Fuzzy Control -- Fuzzy Hardware -- Knowledge Visualization and Exploration -…