Cover Art

Title Page i (PDF)

pp. i

Title Page iii (PDF)

pp. iii

pp. iv

Table of Contents (PDF)

pp. v-xiv

Preface (PDF)

pp. xv

Conference Committees (PDF)

pp. xvi-xvii

International Program Committee (PDF)

pp. xviii-xix

Special Sessions Program Committee Members (PDF)

pp. xx-xxi

Abstracts of Keynote Talks (PDF)

pp. xxii-xxiii

Abstract of Tutorial (PDF)

pp. xxiv

Learning Probabilistic Structure Graphs for Classification and Detection of Object Structures (Abstract)

Johannes Hartz

pp. 5-11

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Linear Representation Learning Using Sphere Factor Analysis (Abstract)

pp. 12-17

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Study of Bidimensional Empirical Mode Decomposition Method for Various Radial Basis Function Surface Interpolators (Abstract)

pp. 18-24

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Exploring Scale-Induced Feature Hierarchies in Natural Images (Abstract)

pp. 25-31

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Robust Target Localization and Segmentation Using Graph Cut, KPCA and Mean-Shift (Abstract)

Omar Arif

Patricio Antonio Vela

pp. 35-40

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Mahalanobis Distance Based Non-negative Sparse Representation for Face Recognition (Abstract)

pp. 41-46

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Learning American English Accents Using Ensemble Learning with GMMs (Abstract)

Jonathan T. Purnell

Malik Magdon-Ismail

pp. 47-52

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A Syllable-Level Probabilistic Framework for Bird Species Identification (Abstract)

Balaji Lakshminarayanan

Raviv Raich

Xiaoli Fern

pp. 53-59

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Learning Deep Neural Networks for High Dimensional Output Problems (Abstract)

pp. 63-68

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Video Copy Detection Using Temporally Informative Representative Images (Abstract)

pp. 69-74

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Dominant Audio Descriptors for Audio Classification and Retrieval (Abstract)

pp. 75-78

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A Hybrid Method of Genetic Algorithms and Ant Colony Optimization to Solve the Traveling Salesman Problem (Abstract)

Ryouei Takahashi

pp. 81-88

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A Multiobjective Genetic Fuzzy System for Obtaining Compact and Accurate Fuzzy Classifiers with Transparent Fuzzy Partitions (Abstract)

Pietari Pulkkinen

pp. 89-94

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Randomized and Rank Based Differential Evolution (Abstract)

Onay Urfalioglu

Orhan Arikan

pp. 95-100

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A Genetic Algorithm that Incorporates an Adaptive Mutation Based on an Evolutionary Model (Abstract)

Fatemeh Vafaee

Peter C. Nelson

pp. 101-107

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Exact Graph Structure Estimation with Degree Priors (Abstract)

Bert Huang

Tony Jebara

pp. 111-118

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Estimating an Optimal Correlation Structure from Replicated Molecular Profiling Data Using Finite Mixture Models (Abstract)

Lipi R. Acharya

Dongxiao Zhu

pp. 119-124

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Community Structure Identification: A Probabilistic Approach (Abstract)

Nacim Fateh Chikhi

Bernard Rothenburger

Nathalie Aussenac-Gilles

pp. 125-130

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Conditional Prediction Intervals for Linear Regression (Abstract)

pp. 131-138

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Learning Parameters for Relational Probabilistic Models with Noisy-Or Combining Rule (Abstract)

pp. 141-146

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Outlier Detection with One-Class Classifiers from ML and KDD (Abstract)

pp. 147-153

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Discovering Characterization Rules from Rankings (Abstract)

pp. 154-161

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ECON: A Kernel Basis Pursuit Algorithm with Automatic Feature Parameter Tuning, and its Application to Photometric Solids Approximation (Abstract)

pp. 162-169

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An Incremental Model Selection Algorithm Based on Cross-Validation for Finding the Architecture of a Hidden Markov Model on Hand Gesture Data Sets (Abstract)

Aydin Ulas

Olcay Taner Yildiz

pp. 170-177

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Discriminative Multi-stream Discrete Hidden Markov Models (Abstract)

pp. 178-183

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Regularizing the Local Similarity Discriminant Analysis Classifier (Abstract)

Luca Cazzanti

Maya R. Gupta

pp. 184-189

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Context-Dependent Fusion of Multiple Algorithms with Minimum Classification Error Learning (Abstract)

pp. 190-195

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Graph Propositionalization for Random Forests (Abstract)

Thashmee Karunaratne

Henrik Boström

pp. 196-201

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An Instance-Based Learning Approach for Available-Memory Non-minimal Cost-Bounded Search (Abstract)

Sandeep K. Namilikonda

Nihar R. Mahapatra

pp. 202-207

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Finding Answer Passages with Rank Optimizing Decision Trees (Abstract)

Ingo Glöckner

pp. 208-214

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Hierarchical Stability-Based Model Selection for Clustering Algorithms (Abstract)

Bing Yin

Greg Hamerly

pp. 217-222

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A New Incremental Pairwise Clustering Algorithm (Abstract)

pp. 223-228

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Sequence Segmentation via Clustering of Subsequences (Abstract)

Darío García-García

Emilio Parrado-Hernández

Fernando Diaz-de-Maria

pp. 229-234

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Feature Selection with Imbalanced Data for Software Defect Prediction (Abstract)

Taghi M. Khoshgoftaar

Kehan Gao

pp. 235-240

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Wrapper-Based Feature Ranking for Software Engineering Metrics (Abstract)

Wilker Altidor

Taghi M. Khoshgoftaar

Amri Napolitano

pp. 241-246

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A Novel Domain-Specific Feature Extraction Scheme for Arabic Handwritten Digits Recognition (Abstract)

Sherif Abdelazeem

pp. 247-252

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Knowledge Transfer for Feature Generation in Document Classification (Abstract)

Jian Zhang

Shobhit S. Shakya

pp. 255-260

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Semantic Word Spaces for Robust Role Labeling (Abstract)

pp. 261-266

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Learning Context Free Grammars by Using SAT Solvers (Abstract)

Keita Imada

Katsuhiko Nakamura

pp. 267-272

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Label Propagation on K-partite Graphs (Abstract)

Chris Ding

Tao Li

Dingding Wang

pp. 273-278

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Structured Prediction with Relative Margin (Abstract)

Pannagadatta Shivaswamy

Tony Jebara

pp. 281-287

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Comparative Analysis of Support Vector Machines Based on Linear and Quadratic Optimization Criteria (Abstract)

pp. 288-293

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Incremental and Decremental Multi-category Classification by Support Vector Machines (Abstract)

pp. 294-300

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Transformation Learning Via Kernel Alignment (Abstract)

Andrew Howard

Tony Jebara

pp. 301-308

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The Neuro Slot Car Racer: Reinforcement Learning in a Real World Setting (Abstract)

Tim C. Kietzmann

Martin Riedmiller

pp. 311-316

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Sensitivity Analysis of POMDP Value Functions (Abstract)

pp. 317-323

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Automatic Feature Selection for Model-Based Reinforcement Learning in Factored MDPs (Abstract)

Mark Kroon

Shimon Whiteson

pp. 324-330

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Exploiting Domain Symmetries in Reinforcement Learning with Continuous State and Action Spaces (Abstract)

Alejandro Agostini

Enric Celaya

pp. 331-336

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Theoretical and Empirical Analysis of Reward Shaping in Reinforcement Learning (Abstract)

Marek Grzes

Daniel Kudenko

pp. 337-344

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Multiagent Transfer Learning via Assignment-Based Decomposition (Abstract)

Scott Proper

Prasad Tadepalli

pp. 345-350

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Clustering and Naïve Bayesian Approaches for Situation-Aware Recommendation on Mobile Devices (Abstract)

pp. 353-358

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Ranking Electrical Feeders of the New York Power Grid (Abstract)

pp. 359-365

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Conditional Random Fields for Rock Characterization Using Drill Measurements (Abstract)

pp. 366-371

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Mining Customers' Spatio-Temporal Behavior Data Using Topographic Unsupervised Learning (Abstract)

pp. 372-377

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Estimating the Odometry Error of a Mobile Robot by Neural Networks (Abstract)

Haoming Xu

John James Collins

pp. 378-385

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Feature Extraction and Classification of EEG Signals for Rapid P300 Mind Spelling (Abstract)

pp. 386-391

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Enabling Efficient Time Series Analysis for Wearable Activity Data (Abstract)

Kristof Van Laerhoven

Eugen Berlin

Bernt Schiele

pp. 392-397

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ELM-Based Intelligent Resource Selection for Grid Scheduling (Abstract)

pp. 398-403

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An Extended Version of the NLMF Algorithm Based on Proportionate Krylov Subspace Projections (Abstract)

Yasin Yilmaz

Suleyman S. Kozat

pp. 404-408

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Statistical Decision Making for Authentication and Intrusion Detection (Abstract)

Christos Dimitrakakis

Aikaterini Mitrokotsa

pp. 409-414

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Genetic Algorithms, Neural Networks, Fuzzy Inference System, Support Vector Machines for Call Performance Classification (Abstract)

Pretesh B. Patel

Tshilidzi Marwala

pp. 415-420

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Spectral Clustering and Feature Selection for Microarray Data (Abstract)

Darío García-García

Raúl Santos-Rodríguez

pp. 425-428

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Differentially Expressed Gene Identification Based on Separability Index (Abstract)

pp. 429-434

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Application of Inductive Confidence Machine to ICMLA Competition Data (Abstract)

pp. 435-438

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Ensemble Possibilistic K-NN for Functional Clustering of Gene Expression Profiles in Human Cancers Challenge (Abstract)

pp. 439-442

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Feature Selection in Cancer Classification from mRNA Data Based on Localized Dimension Reduction (Abstract)

Rami N. Mahdi

Eric C. Rouchka

pp. 443-448

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Using Bayesian Logistic Regression with High-Order Interactions to Model Radiation-Induced Toxicities Following Radiotherapy (Abstract)

pp. 451-456

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Machine Learning for Modeling Dose-Related Organ-at-Risk Complications after Radiation Therapy (Abstract)

pp. 457-462

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Machine Learning for Intra-Fraction Tumor Motion Modeling with Respiratory Surrogates (Abstract)

pp. 463-467

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Markerless Fluoroscopic Gating for Lung Cancer Radiotherapy Using Generalized Linear Discriminant Analysis (Abstract)

pp. 468-472

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A Dynamic CT Image Reconstruction Method by Inducing Prior Information from PCA Analysis (Abstract)

Xun Jia

pp. 473-477

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Application of Machine Learning Techniques for Prediction of Radiation Pneumonitis in Lung Cancer Patients (Abstract)

pp. 478-483

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Bayesian Network Learning for Detecting Reliable Interactions of Dose-Volume Related Parameters in Radiation Pneumonitis (Abstract)

Jung Hun Oh

Issam El Naqa

pp. 484-488

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Multi-Region Tracking for Lung Tumor Motion Assessment (Abstract)

Jörg Rottmann

Michalis Aristophanous

pp. 489-493

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Survival Prediction in Lung Cancer Treated with Radiotherapy: Bayesian Networks vs. Support Vector Machines in Handling Missing Data (Abstract)

pp. 494-497

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Improving Clinical Relevance in Ensemble Support Vector Machine Models of Radiation Pneumonitis Risk (Abstract)

pp. 498-503

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Adaptive Thresholding based on SOM Technique for Semi-Automatic NPC Image Segmentation (Abstract)

Weerayuth Chanapai

Panrasee Ritthipravat

pp. 504-508

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Maximum Likelihood Logistic Regression Using Metaheuristics (Abstract)

Leif E. Peterson

pp. 509-514

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Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters (Abstract)

pp. 517-522

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Towards a Classifying Artificial Immune System for Web Server Attacks (Abstract)

Melissa Danforth

pp. 523-527

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Contextual Analysis Processing Able to Interpret Coherence of Knowledge Representations Related to Reputation (Abstract)

Miho Itoh

pp. 528-535

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Weighted Consensus Clustering for Identifying Functional Modules in Protein-Protein Interaction Networks (Abstract)

Tao Li

pp. 539-544

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A New Performance Measure for Class Imbalance Learning. Application to Bioinformatics Problems (Abstract)

Rukshan Batuwita

Vasile Palade

pp. 545-550

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Cost-Sensitive Classification Based on Bregman Divergences for Medical Diagnosis (Abstract)

Raúl Santos-Rodríguez

Darío García-García

Jesús Cid-Sueiro

pp. 551-556

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Dimensionality Reduction in Gene Expression Database through the Random Projection Method (Abstract)

Helyane Bronoski Borges

Júlio Cesar Nievola

pp. 557-562

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Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure (Abstract)

Stephan Simmuteit

Frank-Michael Schleif

Thomas Villmann

Thomas Elssner

pp. 563-567

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Fast Discriminative Linear Models for Scalable Video Tagging (Abstract)

pp. 571-576

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A Timing-Based Classification Method for Human Voice in Opera Recordings (Abstract)

Maria-Cristina Marinescu

Rafael Ramirez

pp. 577-582

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Vocal Characteristics Classification of Audio Segments: An Investigation of the Influence of Accompaniment Music on Low-Level Features (Abstract)

Daniel Gärtner

Christian Dittmar

pp. 583-589

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Structured Prediction Models for Chord Transcription of Music Audio (Abstract)

pp. 590-595

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An Image Clustering and Retrieval Framework Using Feedback-Based Integrated Region Matching (Abstract)

Wen Wan

pp. 596-601

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Towards a Class-Based Representation of Perceptual Tempo for Music Retrieval (Abstract)

pp. 602-607

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A Parameter Determination System for Wind Turbines Based on Naive Bayes Classification Algorithm (Abstract)

pp. 611-616

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An Expert System to Estimate the Capacity of Harvesting Energy from Biogas and its Capacity in TRNC (Abstract)

Hasan H. Onder

pp. 617-622

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Using Genetic Algorithm for Finding Switching Angles of a Single-Phase Multilevel DC/AC Converter on Solar Modules (Abstract)

N.T. Isembergenov

B.T. Matkarimov

pp. 623-625

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Development of an Intelligent Decision Support System for Determining the Efficiency of Shunt Active Power Filter (Abstract)

pp. 626-631

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Estimation of Fuel Cell Life Time Using Latent Variables in Regression Context (Abstract)

pp. 632-637

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A New Digital Control DC-DC Converter with Multi-layer Neural Network Predictor (Abstract)

pp. 638-643

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Multi Agent Holonic Based Architecture for Communication and Learning about Power Demand in Residential Areas (Abstract)

Silviu Ionita

pp. 644-649

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Learning Disambiguation of Hindi Morpheme 'vaalaa' with a Sparse Corpus (Abstract)

R. Mahesh K. Sinha

pp. 653-657

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Bagging Ranking Trees (Abstract)

pp. 658-663

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A Hybrid Approach to Process Mining: Finding Immediate Successors of a Process by Using From-To Chart (Abstract)

Eren Esgin

Pinar Senkul

pp. 664-668

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Design of an Intelligent Decision Making System for a Travelling Wave Ultrasonic Motor (Abstract)

pp. 669-672

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On the Complexity of General Solution DAGs (Abstract)

pp. 673-678

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Learning Geographic Regions using Location Based Services in Next Generation Networks (Abstract)

Yuheng He

Attila Bilgic

pp. 679-684

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Discretization Techniques and Genetic Algorithm for Learning the Classification Method PROAFTN (Abstract)

pp. 685-688

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A New Competitive Strategy for Self Organizing Map Learning (Abstract)

Nistor Grozavu

Younès Bennani

pp. 689-692

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A New Method for Learning Decision Trees from Rules (Abstract)

Amany Abdelhalim

Issa Traore

pp. 693-698

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Evolution of Parameters for an Autonomous Canine Control Algorithm (Abstract)

pp. 699-704

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Requirement Engineering Techniques Selection and Modeling (Abstract)

pp. 705-709

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Text Classification Methodologies Applied to Micro-Text in Military Chat (Abstract)

Kevin Dela Rosa

Jeffrey Ellen

pp. 710-714

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Application of Artificial Neural Network (ANN) Method to Exergy Analysis of Thermodynamic Systems (Abstract)

pp. 715-718

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Report Cards for Manholes: Eliciting Expert Feedback for a Learning Task (Abstract)

pp. 719-724

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Alive on Back-feed Culprit Identification via Machine Learning (Abstract)

pp. 725-730

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Mining Interesting Ratio Patterns over a Stream Sliding Window (Abstract)

Wei Fan

Toyohide Watanabe

Koichi Asakura

pp. 731-734

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A Supervised Time Series Feature Extraction Technique Using DCT and DWT (Abstract)

Iyad Batal

Milos Hauskrecht

pp. 735-739

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Classification in High-Dimensional Feature Spaces: Random Subsample Ensemble (Abstract)

Gursel Serpen

Santhosh Pathical

pp. 740-745

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An Ordinal Data Method for the Classification with Reject Option (Abstract)

pp. 746-750

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A Novel Energy Saving and Power Production System Performance Analysis in Marine Power Plant Using Waste Heat (Abstract)

pp. 751-754

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A Novel OCR System for Calculating Handwritten Persian Arithmetic Expressions (Abstract)

pp. 755-758

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All-Monotony: A Generalization of the All-Confidence Antimonotony (Abstract)

pp. 759-764

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Improving Prediction by Weighting Class Association Rules (Abstract)

Emna Bahri

Stephane Lallich

pp. 765-770

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Improving Fusion of Dimensionality Reduction Methods for Nearest Neighbor Classification (Abstract)

Sampath Deegalla

Henrik Boström

pp. 771-775

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Po-Hsiang Chiu

Manfred Huber

pp. 776-781

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Discovering Rules from Disk Events for Predicting Hard Drive Failures (Abstract)

Vipul Agarwal

Chiranjib Bhattacharyya

Thirumale Niranjan

Sai Susarla

pp. 782-786

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The Fuzzy Logic Control of a Multilevel Converter in a Variable Speed Wind Turbine (Abstract)

pp. 787-790

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Grounding Symbols: Labelling and Resolving Pronoun Resolution with fLIF Neurons (Abstract)

Fawad Jamshed

Christian Huyck

pp. 791-794

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Development of an Ontology of Learning Strategies and its Application to Generate Open Learner Models (Abstract)

Arunkumar Balakrishnan

pp. 795-798

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Artificial Neural Networks Prognostic Evaluation of Post-Surgery Complications in Patients Underwent to Coronary Artery Bypass Graft Surgery (Abstract)

pp. 799-803

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Author Index (PDF)

pp. 805-810

Roster Page (PDF)

pp. 812