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Intelligent Data Engineering and Automated Learning -- IDEAL 2012: 13th International Conference, Natal, Brazil, August 29-31, 2012, Proceedings 2012 ed. [Pehme köide]

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  • Formaat: Paperback / softback, 862 pages, kõrgus x laius: 235x155 mm, kaal: 1330 g, 280 Illustrations, black and white; XXI, 862 p. 280 illus., 1 Paperback / softback
  • Sari: Lecture Notes in Computer Science 7435
  • Ilmumisaeg: 20-Jul-2012
  • Kirjastus: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • ISBN-10: 3642326382
  • ISBN-13: 9783642326387
  • Formaat: Paperback / softback, 862 pages, kõrgus x laius: 235x155 mm, kaal: 1330 g, 280 Illustrations, black and white; XXI, 862 p. 280 illus., 1 Paperback / softback
  • Sari: Lecture Notes in Computer Science 7435
  • Ilmumisaeg: 20-Jul-2012
  • Kirjastus: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • ISBN-10: 3642326382
  • ISBN-13: 9783642326387
This book constitutes the refereed proceedings of the 13th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2012, held in Natal, Brazil, in August 2012. The 100 revised full papers presented were carefully reviewed and selected from more than 200 submissions for inclusion in the book and present the latest theoretical advances and real-world applications in computational intelligence.

Artificial Bee Colony Algorithm with Improved Explorations for Numerical Function Optimization.-Extensions of Ant-Miner Algorithm to Deal with Class Imbalance Problem.-Multivoxel Pattern Analysis Using Information-Preserving EMD.-Population Resizing Using Nonlinear Dynamics in an Ecology-Based Approach.-Multi-class Contour Preserving Classification.-Automated Bone Age Assessment Using Feature Extraction.-A Hybrid Approach Based on DCT-Genetic-Fuzzy Inference System for Speech Recognition.-An Approach to Reshaping Clusters for Nearest Neighbor Search.-Interestingness Measures for Fixed Consequent Rules.-Abnormal Event Detection via Multi-Instance Dictionary Learning .-Static Packet Routing in NoC Platform Using ACO-Based Algorithms.-Segmentation of Mammography by Applying Extreme LearningMachine in Tumor Detection.-An ANN Speed Observer Applied to Three-Phase Induction Motor.-Opportunistic Sensor Interpretation in a Virtual Smart Environment.-Comparison of PCA and ANOVA for Inform

ation Selection of CC and MLO Views in Classification of Mammograms.-A Multiobjective Analysis of Adaptive Clustering Algorithms for the Definition of RBF Neural Network Centers in Regression Problems.-Mean Multiclass Type I and II Errors for Training MultilayerPerceptron with Particle Swarm in Image.
Artificial Bee Colony Algorithm with Improved Explorations for Numerical
Function Optimization.-Extensions of Ant-Miner Algorithm to Deal with Class
Imbalance Problem.-Multivoxel Pattern Analysis Using Information-Preserving
EMD.-Population Resizing Using Nonlinear Dynamics in an Ecology-Based
Approach.-Multi-class Contour Preserving Classification.-Automated Bone Age
Assessment Using Feature Extraction.-A Hybrid Approach Based on
DCT-Genetic-Fuzzy Inference System for Speech Recognition.-An Approach to
Reshaping Clusters for Nearest Neighbor Search.-Interestingness Measures for
Fixed Consequent Rules.-Abnormal Event Detection via Multi-Instance
Dictionary Learning .-Static Packet Routing in NoC Platform Using ACO-Based
Algorithms.-Segmentation of Mammography by Applying Extreme Learning

Machine in Tumor Detection.-An ANN Speed Observer Applied to Three-Phase
Induction Motor.-Opportunistic Sensor Interpretation in a Virtual Smart
Environment.-Comparison of PCA and ANOVA for Information Selection of CC and
MLO Views in Classification of Mammograms.-A Multiobjective Analysis of
Adaptive Clustering Algorithms for the Definition of RBF Neural Network
Centers in Regression Problems.-Mean Multiclass Type I and II Errors for
Training Multilayer

Perceptron with Particle Swarm in Image.-An Improved ABC Algorithm Approach
Using SURF for Face Identification.-A Model Based on Genetic Algorithm for
Investigation of the Behavior of Rats in the Elevated Plus-Maze.-Data
Clustering Using Hybrid Particle Swarm Optimization.-A Learning-to-Rank
Algorithm for Constructing Defect Prediction Models.-Multilayer Perceptrons
as Classifiers Guided by Mutual Information and Trained with Genetic
Algorithms.-Hybrid Evolutionary Algorithm with a Composite Fitness Function
for Protein Structure Prediction.-3D Fuzzy GIST to Analyze Emotional Features
in Movies.-Interactive Information Retrieval Algorithm forWikipedia
Articles.-Prototype Based Modelling for Ordinal Classification.-A Genetic
Graph-Based Clustering Algorithm.-Echo State Networks for Seasonal Streamflow
Series Forecasting.-Face Segmentation Using Projection Pursuit for Texture
Classification.-Visual Data Mining for Identification of Patterns and
Outliers

in Weather Stations Data.-RSGALS-SVM: Random Subspace Method Applied to a
LS-SVM

Ensemble Optimized by Genetic Algorithm.-Optimizing the Extreme Learning
Machine Using Harmony Search for Hydrologic Time Series Forecasting.-Towards
Efficient Similar Sentences Extraction.-Codebook Quantization for Image
Classification Using Incremental Neural Learning and Subgraph
Extraction.-Visualization of Predictive Distributions for Discrete
Spatial-Temporal

Log Cox Processes Approximated with MCMC.-Soft Sensor for Fluoridated Alumina
Inference in Gas Treatment Centers .-Estimation of Aluminium Fluoride
Concentration in Aluminium Reduction Cells through a Soft Sensors
Approach.-Discovering the Rules of a Elementary One-Dimensional
Automaton.-Perceptron Models for Online Structured Prediction.-A Weightless
Neural Network-Based Approach for Stream Data Clustering.-Cloud Computing
Environments for Biomedical Data Services.-Comparing Particle Swarm
Optimization Approaches for Training Multi-Layer Perceptron Neural Networks
for Forecasting.-Hybrid Architecture to Predict Trends at Stock Exchange of
Sao Paulo:

Markowitz Model and a Multilayer Perceptron.-Comparative Study of Methods for
Segmentation of Digital Images of Birds.-A Robust AdaBoost-Based Algorithm
for Low-Resolution Face

Detection.-Color Image Segmentation Using Gaussian Mixtures and Particle

Swarm Optimization.-Comparison between MLP and LVQ Neural Networks for
Virtual Upper Limb Prosthesis Control.-A ConstructiveParticle Swarm Algorithm
for Fuzzy Clustering.-Self-Organizing Polynomial Neural Networks Based on
Matrix Inversion and Differential Evolution.-A Dilation-Erosion-Linear
Perceptron for Bovespa Index Prediction.-A Comparative Analysis of FSS with
CMA-ES and S-PSO in Ill-Conditioned Problems.-A Framework for Application of
Tree-Structured Data Mining

to Process Log Analysis.-Face Detection under Illumination Variance Using
Combined AdaBoost

and Gradientfaces.-Iris Segmentation and Recognition Using 2D Log-Gabor
Filters.-A Hybrid GMM Speaker Verification System for Mobile Devices in
Variable Environments.-A Neural Network Based Approach for GPCR Protein
Prediction Using Pattern Discovery.-Real-Time Head Pose Estimation for Mobile
Devices.-Alternative Quality Measures for Time Series Shapelets.-Using SOM to
Clustering of Web Sessions Extracted by Techniques of Web Usage Mining.-A
Comparative Study of Use of Shannon, R´enyi and Tsallis Entropy for Attribute
Selecting in Network Intrusion Detection.-Supervised Growing Neural Gas.-A
General Approach for Adaptive Kernels in Semi-Supervised Clustering.-Ensemble
Methods for Prediction of Parkinson Disease.-Behavior Pattern Recognition in
Electric Power Consumption Series Using Data Mining Tools.-The Use of
Artificial Neural Network in the Design of Metamaterials.-A Simulated
Annealing Based Approach to the High School Timetabling

Problem.-Differential Evolution and Perceptron Decision Trees for
Classification Tasks.-Logistic Regression Applied to Airport Customer
Satisfaction Using Hierarchical Quality Model.-A Transitional View of Immune
Inspired Techniques for Anomaly Detection.-An Aspect-Oriented Domain-Specific
Language for Modeling Multi-Agent Systems in Social Simulations.-Parallel
k-Most Similar Neighbor Classifier for Mixed Data.-Feedback Linearization
with a Neural Network Based Compensation

lang="EN-US">Scheme.-Local Fuzzy Pattern: A New Way for Micro-pattern
Analysis.-Evolving Fuzzy Classifier Based on the Modified ECM Algorithm for
Pattern Classification.-Overhead-Controlled Routing in WSNs with
Reinforcement Learning.-Metaheuristic GRASP with Path-Relinking to the
Solution of the Graph Partitioning Problem with Capacity and Connexity
Constraints.-A Self-organizing Genetic Algorithm for UWB Microstrip Antenna
Optimization Using a Machine Learning Technique.-Error Concealment by Means
of Motion Refinement and Regularized Bregman Divergence.-Computational
Intelligence Applied to Competitiveness Evaluation of Supply Chains: An
Adaptive Neuro-Fuzzy Model.-Experimental Comparison of DWT and DFT for
Trajectory Representation.-Classification Rule Discovery with Ant Colony
Optimization Algorithm.-Improving Differential Evolution Accuracy for
Flexible Ligand Docking Using a Multi-solution Strategy.-Fault Identification
in Doubly Fed Induction Generator Using FFT and Neural
Networks.-Classification of Pharmaceutical Solid Excipients Using
Self-Organizing Maps.-Regional Models for Nonlinear System Identification
Using the Self-Organizing Map.-Fast Opposite Maps: An Iterative SOM-Based
Method for Building Reduced-Set SVMs.-Root Attribute Behavior within a Random
Forest.-Fault Detection in Continuous Industrial Chemical Processes: A New
Approach Using the Hidden Markov Modeling. Case Study: A Boiler from a
Brazilian Cellulose Pulp Mill.-Modified Reducts and Their Processing for
Nearest Neighbor Classification.-Credit Scoring for SME Using a Manifold
Supervised Learning Algorithm.-Sentiment Proxies: Computing Market
Volatility.-Performance Evaluation of Hybrid Implementation of Support Vector
Machine.-Advanced CT and MR Image Processing with FPGA.-New AdaBoost
Algorithm Based on Interval-Valued Fuzzy Sets.-Application of an Hybrid
Bio-inspired Meta-heuristic in the Optimization of Two-Dimensional Guillotine
Cutting in an Glass Industry.-Photovoltaic Power Plant Output Estimation by
Neural Networks and Fuzzy Inference.-An Intelligent System for Managing the
Isolation of Patients Suspected of Pulmonary Tuberculosis.-Application of a
Perceptron Artificial Neural Network for Building the Stability of a Mining
Process.-Merge Method for Shape-Based Clustering in Time Series Microarray
Analysis.-Prediction of Dental Milling Time-Error by Flexible Neural Trees
and Fuzzy Rules.-Cost-Sensitive Splitting and Selection Method for Medical
Decision Support System.