[Front cover]

[Copyright notice] (PDF)

pp. iv

Table of contents (PDF)

pp. v-xv

Title Page i (PDF)

pp. i

Title Page iii (PDF)

pp. iii

Preface (PDF)

pp. xvi

Conference Committees (PDF)

pp. xvii-xviii

International Program Committee (PDF)

pp. xix-xxiv

ICMLA 2008 Invited Speakers (PDF)

Bin Yu

pp. xxv-xxviii

A Bayesian Approach to Switching Linear Gaussian State-Space Models for Unsupervised Time-Series Segmentation (Abstract)

Silvia Chiappa

pp. 3-9

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Prioritizing Health Promotion Plans with k-Bayesian Network Classifier (Abstract)

pp. 10-15

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Temporal Exemplar-Based Bayesian Networks for Facial Expression Recognition (Abstract)

Lifeng Shang

Kwok-Ping Chan

pp. 16-22

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A Bayesian Learning Automaton for Solving Two-Armed Bernoulli Bandit Problems (Abstract)

Ole-Christoffer Granmo

pp. 23-30

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Blanco

Manuel Martin-Meríno

Javier De Las Rivas

pp. 33-39

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Making the Lipschitz Classifier Practical via Semi-infinite Programming (Abstract)

pp. 40-47

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A Supervised Decision Rule for Multiclass Problems Minimizing a Loss Function (Abstract)

pp. 48-53

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Selecting Examples in Manifold Reduced Feature Space for Active Learning (Abstract)

C. Silva

B. Ribeiro

pp. 54-59

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Network-Constrained Support Vector Machine for Classification (Abstract)

Li Chen

pp. 60-65

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Learning-Based Fusion for Data Deduplication (Abstract)

pp. 66-71

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Basis Function Construction in Reinforcement Learning Using Cascade-Correlation Learning Architecture (Abstract)

Sertan Girgin

Philippe Preux

pp. 75-82

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A Predictive Model for Imitation Learning in Partially Observable Environments (Abstract)

Abdeslam Boularias

pp. 83-90

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Classifier-Based Policy Representation (Abstract)

Ioannis Rexakis

Michail G. Lagoudakis

pp. 91-98

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Prediction-Directed Compression of POMDPs (Abstract)

pp. 99-105

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Empirical Comparison of Greedy Strategies for Learning Markov Networks of Treewidth k (Abstract)

K. Nunez

J. Chen

P. Chen

G. Ding

R. F. Lax

B. Marx

pp. 106-111

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A Greedy Approach for Building Classification Cascades (Abstract)

Sherif Abdelazeem

pp. 115-120

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Calibrating Random Forests (Abstract)

Henrik Boström

pp. 121-126

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On the Use of Accuracy and Diversity Measures for Evaluating and Selecting Ensembles of Classifiers (Abstract)

Tuve L

Ulf Johansson

Henrik Bostr

pp. 127-132

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Christophe Giraud-Carrier

New Insights into Learning Algorithms and Datasets (Abstract)

Jun won Lee

pp. 135-140

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Learning Analysis by Reduction from Positive Data Using Reverible Languages (Abstract)

Petr Hoffmann

pp. 141-146

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Simultaneously Removing Noise and Selecting Relevant Features for High Dimensional Noisy Data (Abstract)

Boseon Byeon

Khaled Rasheed

pp. 147-152

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Comparison of Four Performance Metrics for Evaluating Sampling Techniques for Low Quality Class-Imbalanced Data (Abstract)

Andres Folleco

Taghi M. Khoshgoftaar

Amri Napolitano

pp. 153-158

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Improving Kernel Density Classifier Using Corrective Bandwidth Learning with Smooth Error Loss Function (Abstract)

Dwi Sianto Mansjur

Biing Hwang Juang

pp. 161-167

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An Investigation of Non-Uniform Error Cost Function Design in Automatic Speech Recognition (Abstract)

Qiang Fu

Biing-Hwang Juang

pp. 168-173

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Boundary Constrained Manifold Unfolding (Abstract)

Liu Bo

Zhang Hongbin

Chen Wenan

pp. 174-181

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Target Selection: A New Learning Paradigm and Its Application to Genetic Association Studies (Abstract)

pp. 182-187

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Regularized Minimum Volume Ellipsoid Metric for Query-Based Learning (Abstract)

Karim Abou-Moustafa

Frank P. Ferrie

pp. 188-193

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Graph-Based Multilevel Dimensionality Reduction with Applications to Eigenfaces and Latent Semantic Indexing (Abstract)

pp. 194-200

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Model Based Unsupervised Learning Guided by Abundant Background Samples (Abstract)

Rami N. Mahdi

Eric C. Rouchka

pp. 203-210

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Chi-Sim: A New Similarity Measure for the Co-clustering Task (Abstract)

Gilles Bisson

Fawad Hussain

pp. 211-217

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Relational Analysis for Consensus Clustering from Multiple Partitions (Abstract)

pp. 218-223

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Probabilistic Mixed Topological Map for Categorical and Continuous Data (Abstract)

pp. 224-231

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Farthest Centroids Divisive Clustering (Abstract)

Haw-ren Fang

Yousef Saad

pp. 232-238

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Are Neural Fields Suitable for Vector Quantization? (Abstract)

Lucian Alecu

Hervé Frezza-Buet

pp. 239-244

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Image Segmentation as Learning on Hypergraphs (Abstract)

Lei Ding

Alper Yilmaz

pp. 247-252

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Autonomous Detector Using Saliency Map Model and Modified Mean-Shift Tracking for a Blind Spot Monitor in a Car (Abstract)

pp. 253-258

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Probabilistic Exploitation of the Lucas and Kanade Smoothness Constraint (Abstract)

pp. 259-266

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Video Shot Segmentation Using Late Fusion Technique (Abstract)

pp. 267-270

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Detection of Unnatural Movement Using Epitomic Analysis (Abstract)

Wooyoung Kim

James M. Rehg

pp. 271-276

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Manoel Fernando Alonso Gadi

Comparison with Parametric Optimization in Credit Card Fraud Detection (Abstract)

Xidi Wang

Alair Pereira do Lago

pp. 279-285

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A Study of GP's Division Operators for Symbolic Regression (Abstract)

Matej Šprogar

pp. 286-291

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Adaptively Evolving Probabilities of Genetic Operators (Abstract)

pp. 292-299

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Scalable Patch Management Using Evolutionary Analysis of Attack Graphs (Abstract)

Melissa Danforth

pp. 300-307

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Combining the Wavelet Transform and Forecasting Models to Predict Gas Forward Prices (Abstract)

Hang T. Nguyen

Ian T. Nabney

pp. 311-317

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Improving Accuracy in the Montgomery County Corrections Program Using Case-Based Reasoning (Abstract)

pp. 318-323

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Extraction of Failure Graphs from Structured and Unstructured Data (Abstract)

Martin Schierle

Daniel Trabold

pp. 324-330

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Adaptive Localization through Transfer Learning in Indoor Wi-Fi Environment (Abstract)

Juan Qi

pp. 331-336

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Does Wikipedia Information Help Netflix Predictions? (Abstract)

pp. 337-343

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Boltzmann Machine Topology Learning for Distributed Sensor Networks Using Loopy Belief Propagation Inference (Abstract)

pp. 344-349

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Distributed Optimization Strategies for Mining on Peer-to-Peer Networks (Abstract)

Haimonti Dutta

Ananda Matthur

pp. 350-355

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Adaptive Control of Antilock Braking System Using Grey Multilayer Feedforward Neural Networks (Abstract)

pp. 356-361

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A Fully Automatic Crossword Generator (Abstract)

Leonardo Rigutini

Michelangelo Diligenti

Marco Maggini

Marco Gori

pp. 362-367

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CoReJava: Learning Functions Expressed as Object-Oriented Programs (Abstract)

pp. 368-375

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Speaker Siglet Detection for Business Microscope (Abstract)

pp. 376-381

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Automated Analysis for Detecting Beams in Laser Wakefield Simulations (Abstract)

Prabhat

Estelle Cormier-Michel

pp. 382-387

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Mapping Uncharted Waters: Exploratory Analysis, Visualization, and Clustering of Oceanographic Data (Abstract)

pp. 388-395

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Distributed Planning in Stochastic Games with Communication (Abstract)

Andriy Burkov

Brahim Chaib-draa

pp. 396-401

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Multi-stage Learning of Linear Algebra Algorithms (Abstract)

Victor Eijkhout

Erika Fuentes

pp. 402-407

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Optimization on a Novel Quantum Greedy Approach Based on Learning Strategy for Zero and One Knapsack Problem and Evaluation (Abstract)

Mir Shahriar Emami

pp. 408-414

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Semi-supervised IFA with Prior Knowledge on the Mixing Process: An Application to a Railway Device Diagnosis (Abstract)

pp. 415-420

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Estimation of Gaussian Mixtures from Moments (Abstract)

John Byrnes

pp. 421-425

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Force Feature Spaces for Visualization and Classification (Abstract)

Dragana Veljkovic

Kay A. Robbins

pp. 426-433

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Simulation Experiments with Bio-inspired Algorithms for Odor Source Localization in Laminar Wind Flow (Abstract)

Thomas Lochmatter

Alcherio Martinoli

pp. 437-443

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Integration of Chemical and Visual Sensors for Identifying an Odor Source in Near Shore Ocean Conditions (Abstract)

W. Li

J. Sutton

Y. Li

pp. 444-449

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Extraction of Meaningful Rules in a Medical Database (Abstract)

pp. 450-456

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Dimension Reduction via Unsupervised Learning Yields Significant Computational Improvements for Support Vector Machine Based Protein Family Classification (Abstract)

Bobbie-Jo M. Webb-Robertson

Melissa M. Matzke

Christopher S. Oehmen

pp. 457-462

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A Qualia Framework for Ladar 3D Object Classification (Abstract)

Matthew D. Eyster

Michael J. Mendenhall

Steven K. Rogers

pp. 463-469

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Development of CPT_M3D for Multiple Chemical Plume Tracing and Source Identification (Abstract)

J. Sutton

W. Li

pp. 470-475

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Active Stereo Olfactory Sensing System for Localization of Gas/Odor Source (Abstract)

Atsushi Kohnotoh

Hiroshi Ishida

pp. 476-481

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Crayfish Robot Employing Flow Induced by Waving to Locate a Chemical Source (Abstract)

pp. 482-488

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Toward Chemical-Trail Following Robots (Abstract)

pp. 489-494

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Assessing Torso Deformity in Scoliosis Using Self-Organizing Neural Networks (SNN) (Abstract)

pp. 497-502

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Automated Microarray Classification Based on P-SVM Gene Selection (Abstract)

pp. 503-507

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Automating Microarray Classification Using General Regression Neural Networks (Abstract)

pp. 508-513

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Incremental Hybrid Approach for Microarray Classification (Abstract)

M. Arif Wani

pp. 514-520

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Segmentation of Lesions with Improved Specificity in Computer-Aided Diagnosis Using a Massive-Training Artificial Neural Network (MTANN) (Abstract)

Kenji Suzuki

pp. 523-527

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Using Neural Networks to Predict Breathing Motion (Abstract)

Martin J. Murphy

pp. 528-532

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Tumor Targeting for Lung Cancer Radiotherapy Using Machine Learning Techniques (Abstract)

pp. 533-538

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Nonlinear Kernel-Based Approaches for Predicting Normal Tissue Toxicities (Abstract)

pp. 539-544

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Decision Fusion of Machine Learning Models to Predict Radiotherapy-Induced Lung Pneumonitis (Abstract)

pp. 545-550

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Towards On-line Treatment Verification Using cine EPID for Hypofractionated Lung Radiotherapy (Abstract)

pp. 551-555

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Comprehensible Models for Predicting Molecular Interaction with Heart-Regulating Genes (Abstract)

pp. 559-564

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RNA Search Acceleration with Genetic Algorithm Generated Decision Trees (Abstract)

Scott F. Smith

pp. 565-570

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Detection of Sequential Outliers Using a Variable Length Markov Model (Abstract)

pp. 571-576

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Inferring Sparse Kernel Combinations and Relevance Vectors: An Application to Subcellular Localization of Proteins (Abstract)

pp. 577-582

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Microarray Classification from Several Two-Gene Expression Comparisons (Abstract)

pp. 583-585

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Group Testing in the Development of an Expanded Cancer Staging System (Abstract)

pp. 589-594

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Clustering for DNA Microarray Data Analysis with a Graph Cut Based Algorithm (Abstract)

pp. 595-598

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Detecting Disease Associated Genes and Gene-Gene Interactions with Penalized AUC Maximization (Abstract)

Zhenqiu Liu

pp. 599-603

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External Validation of a Bayesian Neural Network Model in Survival Analysis (Abstract)

pp. 607-612

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Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors (Abstract)

pp. 613-618

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A Comparison of Three Different Methods for Classification of Breast Cancer Data (Abstract)

Daniele Soria

Jonathan M. Garibaldi

Elia Biganzoli

Ian O. Ellis

pp. 619-624

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Support Vector Machines versus Decision Templates in Biomedical Decision Fusion (Abstract)

Ioannis N. Dimou

Michalis E. Zervakis

pp. 625-630

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Distance Metric Learning and Support Vector Machines for Classification of Mass Spectrometry Proteomics Data (Abstract)

pp. 631-636

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Hermite/Laguerre Neural Networks for Classification of Artificial Fingerprints from Optical Coherence Tomography (Abstract)

Leif E. Peterson

Kirill V. Larin

pp. 637-643

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Missing Data Imputation in Longitudinal Cohort Studies: Application of PLANN-ARD in Breast Cancer Survival (Abstract)

pp. 644-649

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Cancer Profiles by Affinity Propagation (Abstract)

pp. 650-655

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Highly Scalable SVM Modeling with Random Granulation for Spam Sender Detection (Abstract)

pp. 659-664

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On the Use of Decision Trees as Behavioral Approaches in Intrusion Detection (Abstract)

Karim Tabia

Salem Benferhat

pp. 665-670

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Video Steganalysis Based on the Expanded Markov and Joint Distribution on the Transform Domains (Abstract)

pp. 671-674

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Research on Data Mining Algorithms for Automotive Customers' Behavior Prediction Problem (Abstract)

pp. 677-681

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Dynamic Knowledge Management Procedure Using Fuzzy Clustering (Abstract)

pp. 682-687

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Multimodal Music Mood Classification Using Audio and Lyrics (Abstract)

pp. 688-693

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A User Modeling Approach to Web Based Adaptive Educational Hypermedia Systems (Abstract)

pp. 694-699

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Prediction of Inter-residue Contact Clusters from Hydrophobic Cores (Abstract)

pp. 703-708

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Ensemble Machine Methods for DNA Binding (Abstract)

Yue Fan

Mark A. Kon

Charles DeLisi

pp. 709-716

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Gene Network Learning Using Regulated Dynamic Bayesian Network Methods (Abstract)

Xiaotong Lin

Xue-wen Chen

pp. 717-722

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A Clustering Approach in Developing Prognostic Systems of Cancer Patients (Abstract)

pp. 723-728

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Text, Image and Vector Graphics Based Appraisal of Contemporary Documents (Abstract)

pp. 729-734

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Efficient Hiding of Collaborative Recommendation Association Rules with Updates (Abstract)

pp. 737-740

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A Combination of Positive and Negative Fuzzy Rules for Image Classification Problem (Abstract)

Thanh Minh Nguyen

Q. M. Jonathan Wu

pp. 741-746

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Incremental Learning for Multitask Pattern Recognition Problems (Abstract)

Seiichi Ozawa

Asim Roy

pp. 747-751

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Estimating Missing Data and Determining the Confidence of the Estimate Data (Abstract)

pp. 752-755

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A New Neural Network to Process Missing Data without Imputation (Abstract)

M. Randolph-Gips

pp. 756-762

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Text Classification Using Tree Kernels and Linguistic Information (Abstract)

Teresa Gonçalves

Paulo Quaresma

pp. 763-768

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An Improved Generalized Discriminant Analysis for Large-Scale Data Set (Abstract)

pp. 769-772

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Knowledge-Supervised Learning by Co-clustering Based Approach (Abstract)

Congle Zhang

Dikan Xing

pp. 773-776

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Comparison of Evaluation Metrics in Classification Applications with Imbalanced Datasets (Abstract)

pp. 777-782

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Comparison of the Effects of Morphological and Ontological Information on Text Categorization (Abstract)

Cesar Koirala

Khaled Rasheed

pp. 783-786

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A Comparative Study of Selected Classification Accuracy in User Profiling (Abstract)

pp. 787-791

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Applying Learning by Tutelage and Multimodal Interface to Sociable Robots (Abstract)

Claudio A. Policastro

pp. 792-795

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Estimation of Exercise Energy Expenditure Using a Wrist-Worn Accelerometer: A Linear Mixed Model Approach with Fixed-Effect Variable Selection (Abstract)

pp. 796-801

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A Weighted Distance Measure for Calculating the Similarity of Sparsely Distributed Trajectories (Abstract)

pp. 802-807

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Christophe Giraud-Carrier

Predicting Algorithm Accuracy with a Small Set of Effective Meta-Features (Abstract)

Jun won Lee

pp. 808-812

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An Application of Latent Dirichlet Allocation to Analyzing Software Evolution (Abstract)

pp. 813-818

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Machine Learning Techniques Applied to Dynamic Video Adapting (Abstract)

pp. 819-822

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Comparative Analysis of the Impact of Discretization on the Classification with Na (Abstract)

pp. 823-828

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[Publisher's information] (PDF)

pp. 906

Biological Plausibility in Artificial Neural Networks: An Improvement on Earlier Models (Abstract)

Alberione Braz da Silva

João Lu Rosa

pp. 829-834

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Research of PU Text Semi-supervised Classification Based on Ontology Feature Extraction (Abstract)

Na Luo

pp. 835-838

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Handling Large Volumes of Mined Knowledge with a Self-Reconfigurable Topology on Distributed Systems (Abstract)

pp. 839-842

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Dynamic Modeling with Ensemble Kalman Filter Trained Recurrent Neural Networks (Abstract)

Derrick T. Mirikitani

Nikolay Nikolaev

pp. 843-848

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Entropy-Based Defuzzification Method with Expert's Epistemic Uncertainty for Deteriorating Repairable Systems (Abstract)

Chi-Chang Chang

pp. 849-852

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Identification of Patterns via Region-Growing Parallel SOM Neural Network (Abstract)

pp. 853-858

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Speech Emotion Recognition Using Canonical Correlation Analysis and Probabilistic Neural Network (Abstract)

Ling Cen

Wee Ser

Zhu Liang Yu

pp. 859-862

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Data Integration for Recommendation Systems (Abstract)

pp. 863-866

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Online Writer-Independent Character Recognition Using a Novel Relational Context Representation (Abstract)

Sara Izadi

Ching Y. Suen

pp. 867-870

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Mining of Frequent Externally Extensible Outerplanar Graph Patterns (Abstract)

Hitoshi Yamasaki

Takayoshi Shoudai

pp. 871-876

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A Multi-expert Classification Framework with Transferable Voting for Intrusion Detection (Abstract)

pp. 877-882

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Protein-Protein Interaction Prediction Using Single Class SVM (Abstract)

Hairong Lei

Joe Michael Kniss

pp. 883-887

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Statistical Face Recognition via a k-Means Iterative Algorithm (Abstract)

pp. 888-891

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Francisco José Ruiz Sánchez

Nonlinear Discrete-Time Adaptive Controller Based on Fuzzy Rules Emulated Network and Its Estimated Gradient (Abstract)

Chidentree Treesatayapun

Vicente Parra Vega

pp. 892-895

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A Data Driven Knowledge Acquisition Method and Its Application in Power System Dynamic Stability Assessment (Abstract)

pp. 896-899

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Author Index (PDF)

pp. 900-905