Advances in Soft Computing

by Sidorov, Grigori; Aguirre, Arturo Hernandez; Garcia, Carlos Alberto Reyes

• ISBN13: 9783642167720
• ISBN10: 3642167721
• Format: Paperback
• Copyright: 2010-11-22
• Publisher: Springer-Verlag New York Inc

Summary

This two-volume set LNAI 6437 and 6438 constitutes the refereed proceedings of the 9th Mexican International Conference on Artificial Intelligence, MICAI 2010, held in Pachuca, Mexico, in November 2010. Based on rigorous peer reviews, the program committee carefully selected 82 revised papers from 301 submissions for presentation in two volumes. The second volume includes 44 papers focusing on soft computing. The papers are organized in topical sections on machine learning and pattern recognition; automatic learning for natural language processing; evolutionary algorithms and other naturally-inspired algorithms; hybrid intelligent systems and neural networks; and fuzzy logic.

Table of Contents

Invited Paper
Discovering Role of Linguistic Geometry	p. 1
Machine Learning and Pattern Recognition
Elkan's k-Means Algorithm for Graphs	p. 22
A Simple Approach to Incorporate Label Dependency in Multi-label Classification	p. 33
Methods and Algorithms of Information Generalization in Noisy Databases	p. 44
Object Class Recognition Using SIFT and Bayesian Networks	p. 56
Boosting Based Conditional Quantile Estimation for Regression and Binary Classification	p. 67
A Fast Fuzzy Cocke-Younger-Kasami Algorithm for DNA and RNA Strings Analysis	p. 80
A Fast Implementation of the CT-EXT Algorithm for the Testor Property Identification	p. 92
Supervised Probabilistic Classification Based on Gaussian Copulas	p. 104
Text-Independent Speaker Identification Using VQ-HMM Model Based Multiple Classifier System	p. 116
Towards.One-Class Pattern Recognition in Brain Activity via Neural Networks	p. 126
Real Time Tracking of Musical Performances	p. 138
Recognizing Dactylogical Symbols with Image Segmentation and a New Differentiated Weighting Scheme	p. 149
Automatic Learning for Natural Language Processing
Selecting Candidate Labels For Hierarchical Document Clusters Using Association Rules	p. 163
Recognizing Textual Entailment Using a Machine Learning Approach	p. 177
Detection of Different Authorship of Text Sequences through Self-organizing Maps and Mutual Information Function	p. 186
Supervised Machine Learning for Predicting the Meaning of Verb-Noun Combinations in Spanish	p. 196
Hybrid Intelligent Systems and Neural Networks
On the Structure of Elimination Trees for Bayesian Network Inference	p. 208
CBR and Neural Networks Based Technique for Predictive Prefetching	p. 221
Combining Neural Networks Based on Dempster-Shafer Theory for Classifying Data with Imperfect Labels	p. 233
Stability and Topology in Reservoir Computing	p. 245
A Radial Basis Function Redesigned for Predicting a Welding Process	p. 257
Dynamic Neural Networks Applied to Melody Retrieval	p. 269
Recognition of Huffman Codewords with a Genetic-Neural Hybrid System	p. 280
Fraud Detection Model Based on the Discovery Symbolic Classification Rules Extracted from a Neural Network	p. 290
Hardware Implementation of Artificial Neural Networks for Arbitrary Boolean Functions with Generalised Threshold Gate Circuits	p. 303
Evolutionary Algorithms and Other Naturally-Inspired Algorithms
Solving No-Wait Flow Shop Scheduling Problems by a Hybrid Quantum-Inspired Evolutionary Algorithm	p. 315
Reducing the Search Space in Evolutive Design of ARIMA and ANN Models for Time Series Prediction	p. 325
Routing Algorithms for Wireless Sensor Networks Using Ant Colony Optimization	p. 337
Approximating Multi-Objective Hyper-Heuristics for Solving 2D Irregular Cutting Stock Problems	p. 249
Particle Swarm Optimization with Gravitational Interactions for Multimodal and Unimodal Problems	p. 361
Particle Swarm Optimization with Resets - Improving the Balance between Exploration and Exploitation	p. 371
MiTS: A New Approach of Tabu Search for Constructing Mixed Covering Arrays	p. 382
On the Best Evolutionary Wavelet Based Filter to Compress a Specific Signal	p. 394
Fuzzy Logic
Financial Time Series Prediction in Cooperating with Event Knowledge: A Fuzzy Approach	p. 406
The Fuzzy Syllogistic System	p. 418
Big Five Patterns for Software Engineering Roles Using an ANFIS Learning Approach with RAMSET	p. 428
New Proposal for Eliminating Interferences in a Radar System	p. 440
Type-2 Fuzzy Inference System Optimization Based on the Uncertainty of Membership Functions Applied to Benchmark Problems	p. 454
Fuzzy Logic for Parameter Tuning in Evolutionary Computation and Bio-inspired Methods	p. 465
Fuzzy Logic Controllers Optimization Using Genetic Algorithms and Particle Swarm Optimization	p. 475
FPGA Implementation of Fuzzy System with Parametric Membership Functions and Parametric Conjunctions	p. 487
Fuzzy Logic Hardware Implementation for Pneumatic Control of One DOF Pneumatic Robot	p. 500
Author Index	p. 513
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