Top Banner
THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012) Day 1: Wednesday, December 12, 2012 Parallel Track 1 Conference Registration (7:00 AM to 6:00 PM) Light Breakfast (7:00 AM to 8:00 AM) Special Session I: Machine Learning in Information and System Security Issues Chair: Seref Sagiroglu (10:00 AM to 12:00 AM) A New, Principled Approach to Anomaly Detection Erik Ferragut, Jason Laska, and Robert Bridges Web Spam: A Study of the Page Language Effect on the Spam Detection Features Abdulrahman Alarifi, and Mansour Alsaleh A Web Based Face Counter Prediction System from Only Fingerprints Halil Ibrahim Bulbul, Uraz Yavanoglu, and Seref Sagiroglu An Analysis of Machine Learning Methods for Spam Host Detection Renato Moraes Silva, Tiago Almeida, and Akebo Yamakami A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, Burak Ozcakmak, and Ozlem Milletsever On the Validity of a New SMS Spam Collection Tiago Almeida, Jose Hidalgo, and Akebo Yamakami Coffee Break (10:00 AM to 10:15 AM) Special Session II: Information Visualization in Machine Learning Applications Chair: Mehmet Orgun (10:15 AM to 12:00 PM) Interactive Visual Classification of Multivariate Data Ke-Bing Zhang, Mehmet A. Orgun, Rajan Shankaran, and Du Zhang A Rational Axes Re-ordering Method in Parallel Coordinates Visualization Liang Fu Lu and Mao Lin Huang
31

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Apr 11, 2019

Download

Documents

donhan
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 1: Wednesday, December 12, 2012

Parallel Track 1

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

Special Session I: Machine Learning in Information and System Security Issues

Chair: Seref Sagiroglu

(10:00 AM to 12:00 AM)

A New, Principled Approach to Anomaly Detection

Erik Ferragut, Jason Laska, and Robert Bridges

Web Spam: A Study of the Page Language Effect on the Spam Detection Features

Abdulrahman Alarifi, and Mansour Alsaleh

A Web Based Face Counter Prediction System from Only Fingerprints

Halil Ibrahim Bulbul, Uraz Yavanoglu, and Seref Sagiroglu

An Analysis of Machine Learning Methods for Spam Host Detection

Renato Moraes Silva, Tiago Almeida, and Akebo Yamakami

A New Intelligent Steganalysis Method for Waveform Audio Steganography

Uraz Yavanoglu, Burak Ozcakmak, and Ozlem Milletsever

On the Validity of a New SMS Spam Collection

Tiago Almeida, Jose Hidalgo, and Akebo Yamakami

Coffee Break

(10:00 AM to 10:15 AM)

Special Session II: Information Visualization in Machine Learning Applications

Chair: Mehmet Orgun

(10:15 AM to 12:00 PM)

Interactive Visual Classification of Multivariate Data

Ke-Bing Zhang, Mehmet A. Orgun, Rajan Shankaran, and Du Zhang

A Rational Axes Re-ordering Method in Parallel Coordinates Visualization

Liang Fu Lu and Mao Lin Huang

Page 2: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

An Interactive Scatter Plot Metrics Visualization for Decision Trend Analysis

Tze-Haw Huang, Mao Lin Huang and Kang Zhang

Fast Insight into High-Dimensional Parameterized Simulation Data

Daniel Butnaru, Benjamin Peherstorfer, Dirk Pflüger and Hans-Joachim Bungartz

Lunch (On Your Own)

(12:00 PM to 1:00 PM)

Special Session III: Machine Learning Applications in Software Engineering

Chair: Naeem Seliya

(1:00 PM to 3:00 PM)

Optimal Tile Size Selection Problem Using Machine Learning

Abid Malik

A Hybrid Approach to Coping with High Dimensionality and Class Imbalance for Software Defect

Kehan Gao, Taghi Khoshgoftaar, and Amri Napolitano

Active Learning of Markov Decision Processes for System Verification

Yingke Chen and Thomas Nielsen

Machine Learning Module to Improve Communication Between Agents in Multi-Agent System

Shimaa El-Sherif and Behrouz Far

A Comparative Study on the Stability of Software Metric Selection Techniques

Huanjing Wang, Taghi Khoshgoftaar, Randall Wald, and Amri Napolitano

Coffee Break

(3:00 PM to 3:15 PM)

Special Session IV: Machine Learning with Multimedia Data

Chair: Jose San Pedro

(3:15 PM to 5:55 PM)

Rethinking Automatic Chord Recognition with Convolutional Neural Networks

Eric Humphrey, and Juan Bello

A Minimum Frame Error Criterion for Hidden Markov Model Training

Kibeom Kim, Taemin Cho, and Juan Bello

Cross-domain Facial Expression Recognition Using Supervised Kernel Mean Matching

Yun-Qian Miao, Rodrigo Araujo, and Mohamed Kamel

Automatic Identification of Crisis-Related Sub-Events using Clustering

Page 3: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Daniela Pohl, Abdelhamid Bouchachia, and Hermann Hellwagner

Classification of Urban Scenes from Georeferenced Images in Urban Street-View Context

Corina Iovan, David Picard, Nicolas Thome, and Matthieu Cord

Composer Classification in Symbolic Data Using PPM

Antonio Deusany de Carvalho Junior and Leonardo Batista

Melodic Segmentation Using the Jensen-Shannon Divergence

Marcelo Rodríguez

Classification, Segmentation and Chronological Prediction of Cinematic Sound

Pedro Silva

Page 4: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 1: Wednesday, December 12, 2012

Parallel Track 2

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

Special Session V: Learning on the Web (LW)

Chair: Bo Luo

(8:00 AM to 10:00 AM)

Animal Cognition, Epistemic Fluency, Social Networks, and the Scientific Habit of Mind

Donald Morrison and Xiangen Hu

Using Twitter Content to Predict Psychopathy

Randall Wald, Taghi Khoshgoftaar, Amri Napolitano, and Chris Sumner

Predicting Dark Triad Personality Traits from Twitter Usage and a Linguistic Analysis of Tweets

Chris Sumner, Alison Byers, Rachel Boochever, and Gregory Park

Hierarchical Classification Approach to Emotion Recognition in Twitter

Ahmed Esmin, Roberto de Oliveira, and Stan Matwin

Page 5: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Large Scale URL-based Classification using Online Incremental Learning

Ghazal Afroozi Milani, David Bohan, Stuart Dunbar, Stephen Muggleton, Alan Raybould, and Alireza

Tamaddoni-Nezhad

Machine Learning and Text Mining of Trophic Links

Ghazal Afroozi Milani, Alireza Tamaddoni-Nezhad, David Bohan, Stuart Dunbar, Alan Raybould, and

Stephen Muggleton

Coffee Break

(10:00 AM to 10:15 AM)

Workshop A-1: Machine Learning Algorithms, Systems, and Applications

Chair: Moamar Sayed-Mouchaweh

(10:15 AM to 12:00 PM)

Prognosis Based on Handling Drifts in Dynamical Environments - Application to a Wind Turbine

Antoine Chammas, Eric Duviella, and Stéphane Lecoeuche

A Machine Learning Based Topic Exploration and Categorization on Surveys

Clint P. George, Daisy Zhe Wang, Joseph N. Wilson, Liana M. Epstein, Philip Garland, and Annabell Suh

Error Distance Based Approach for Drift Detection and Monitoring

Imen Khamassi and Moamar Sayed-Mouchaweh

Improving Image Segmentation Using Genetic Algorithm"

Huynh Thi Thanh Binh, Mai Dinh Loi, and Nguyen Thi Thuy

Lunch (On Your Own)

(12:00 PM to 1:00 PM)

Workshop A-2: Machine Learning Algorithms, Systems, and Applications

Chair: Moamar Sayed-Mouchaweh

(1:00 PM to 3:00 PM)

The Importance of Outlier Relationships in Mobile Call Graphs

Derek Doran, Veena Mendiratta, Chitra Phadke, and Huseyin Uzunalioglu

Toward a Sequential Approach to Pipelined Image Recognition

Derek Rose and Itamar Arel

Combining Parameter Space Search and Meta-Learning for Data-Dependent Computational Agent

Recommendation

Ondˇrej Kaz´ık, Kl´ara Peˇskov´a, Martin Pil´at, and Roman Neruda

Estimating Software Effort Using an ANN Model Based on Use Case Points

Page 6: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Ali Bou Nassif, Luiz Fernando Capretz, and Danny Ho

Coffee Break

(3:00 PM to 3:15 PM)

Workshop B: Class Imbalances: Past, Present, Future (CIPPF’2012)

Chair: Nathalie Japkowicz

(3:15 PM to 5:55 PM)

A Sequential Ensemble Classification (SEC) System for Tackling the Problem of Unbalance Learning: A

Case Study

Samaneh Sheikh-Nia, Gary Grewal, and Shawki Areibi

Using SVM with Adaptively Asymmetric Misclassification Costs for Mine-Like Objects Detection

Xiaoguang Wang, Hang Shao, Nathalie Japkowicz, Stan Matwin, Xuan Liu, Bao Nguyen, and Alex

Disturbing Neighbors Ensembles of Trees for Imbalanced Data

Juan Rodriguez, Jose Diez-Pastor, Jesus Maudes, and Cesar Garcia-Osorio

Evaluation of SMOTE for High-Dimensional Class-Imbalanced Microarray Data

Rok Blagus and Lara Lusa

An Experimental Design to Evaluate Class Imbalance Treatment Methods

Gustavo Batista, Diego Silva, Ronaldo Prati, and Rafael Giusti

One-Class versus Binary Classification: Which and When?

Shiven Sharma, Colin Bellinger, and Nathalie Japkowicz

Learning in the Presence of Rare Data

Srinath Ravindran and Dennis Bahler

A Dynamic Sampling Framework for Multi-Class Imbalanced Data

Bazyli Debowski, S. Areibi, G. Grewal, and J. Tempelman

Page 7: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 2: Thursday, December 13, 2012

Parallel Track 1

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Session 1: Recognition and Detection

Chair:

(8:00 AM to 10:00 PM)

Application of Structural Case-based Reasoning to Activity Recognition in Smart Home Environments

Steven Satterfield, Thomas Reichherzer, John Coffey, and Eman El-Sheikh

Detecting Web Robots Using Resource Request Patterns

Derek Doran and Swapna Gokhale

Automatically Detecting Avalanche Events in Passive Seismic Data

Marc Rubin, Tracy Camp, Alec van Herwijnen, and Jürg Schweizer

Sparse Dictionary Reconstruction For Textile Defect Detection

Dimitri Semenovich and Jian Zhou

Convolutional Support Vector Machines for Quantifying the Visual Learning and Recognition Progress in

Swarm Robotic Systems

Jawad Nagi, Gianni A. Di Caro, Alessandro Giusti, and Luca M. Garmbardella

Introducing Subspace Grids to Recognize Patterns in Multidimensional Data

Arif Wani

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 2: Face Recognition

Page 8: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Chair:

(1:00 PM to 3:00 PM)

Face Recognition in the Virtual World: Recognizing Avatar Faces

Roman Yampolskiy, Brendan Klare, and Anil Jain

Subject-Independent Facial Expression Recognition with Biologically Inspired Features

Weifeng Liu, Caifeng Song, and Yanjiang Wang

Sparse Representation based Discriminative Canonical Correlation Analysis for Face Recognition

Naiyang Guan, Xiang Zhang, Zhigang Luo, and Long Lan

Adaptive Extended Local Ternary Pattern (AELTP) for Recognizing Avatar Faces

Abdallah Mohamed and Roman Yampolskiy

Coffee Break

(3:00 PM to 3:15 PM)

Invited Industry Affliate: LEXISNEXIS RISK SOLUTIONS

Chair:

The HPCC Systems Machine Learning Framework: A Scalable and Extensible ML platform for Big Data

Edin Muharemagic, Architect and Data Scientist

(3:15 PM to 5:15 PM)

CONFERENCE RECEPTION

Invited Industry Participant: LEXISNEXIS RISK SOLUTIONS

(6:30 PM to 9:00 PM)

Poster Presentations: ICMLA 2012 Main Conference

Chair:

(6:30 PM to 9:00 PM)

Supervised Dictionary Learning via Non-Negative Matrix Factorization for Classification

Yifeng Li and Alioune Ngom

A Series Inspired CPG Model for Robot Walking Control

Jiaqi Zhang, Chenkun Qi, and Xianchao Zhao

CPG and Reflexes Combined AdaptiveWalking Control for AIBO

Xianchao Zhao, Chenkun Qi, and Jiaqi Zhang

Integrating Machine Learning into a Medical Decision Support System to Address the Problem of

Missing Patient Data

Atif Khan, John Doucette, Robin Cohen, and Dan Lizotte

Semi-Supervised Learning on Single-view Datasets by Integration of Multiple Co-Trained Classifiers

Page 9: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Jelena Slivka, Ping Zhang, Aleksandar Kovačević, Zora Konjović, and Zoran Obradović

Scalable Overlapping Co-Clustering of Word-Document Data

Fabricio De Franca

Real-time statistical background learning for foreground detection under unstable illuminations

Dawei Li

Ordinal Data Classification Using Kernel Discriminant Analysis: A Comparison of Three Approaches

Jaime Cardoso, Ricardo Sousa, and Ines Domingues

Interval-Valued Centroids in K-Means Algorithms

Benjamine Nordin, Chenyi Hu, Bernard Chen, and Victor Sheng

A Novel Approach to Detect Smile Expression

Yuan Zhang, Li Zhou, and Tao Sun

Structure Learning for Bayesian Networks using the Physarum Solver

Torsten Schoen, Martin Stetter, and Elmar Lang

An Integrated Machine Learning and Case-Based Reasoning Approach to Answer Validation

Ingo Glöckner and Karl-Heinz Weis

Using Local Regression in Monte Carlo Tree Search

Arisoa Randrianasolo and Larry Pyeatt

An Artificial Immune System based on Holland's Classifier as Network Intrusion Detection

Arisoa Randrianasolo and Larry Pyeatt

Taxonomic Dimensionality Reduction in Text Classification

Richard McAllister and John Sheppard

Artificial Neural Network for Prediction of Ethnicity Based on Iris Texture

Anahita Zarei and Duxing Mou

Semantic Indexing of Video Simulations for Enhancing Medical Care during Crises

Shuangshuang Jiang, Hichem Frigui, and Aaron Calhoun

Unsupervised Anomaly Detection in Transactional Data

Mohamed Bouguessa

Riemannian Shape Analysis based on Meridian Curves

Shuisheng Xie, Jundong Liu, and Charles Smith

Page 10: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

The Assessment of the Quality of Sugar using Electronic Tongue and Machine Learning Algorithms

Tiemi Sakata, Katti Faceli, Tiago Almeida, Antonio Riul Jr, and Wanessa Steluti

A normalized criterion of spatial clustering in model-based framework

Xuanzhou Wang, Edith Grall-Maës, and Pierre Beauseroy

Muscle Categorization using Quantitative Needle Electromyography: A 2-Stage Gaussian Mixture Model

based Approach

Meena AbdelMaseeh, Pascal Poupart, Benn Smith, and Daniel Stashuk

Physics-Based Constraints in the Forward Modeling Analysis of Time-Correlated Image Data

James Carroll and Chris Tomkins

Regularized Probabilistic Latent Semantic Analysis with Continuous Observations

Hao Zhang, Lynne Parker, and Richard Edwards

A Statistical Associative Classifier with Automatic Estimation of Parameters in Computer Aided

Carolina Watanabe, Marcela Ribeiro, Agma Traina, and Caetano Traina Jr

Mining Web to Detect Phishing URLs

Ram Basnet and Andrew Sung

DPBoost: A Boosting Approach to Macro-Action Discovery

Leonidas Lefakis and Francois Fleuret

A Multi-label and Adaptive Genre Classification of Web Pages

Chaker Jebari and Arif Wani

Identifying accuracy of social tags by using clustering representations of song lyrics

Yajie Hu and Mitsunori Ogihara

Enhanced Multiagent Multi-Objective Reinforcement Learning for Urban Traffic Light Control

Mohamed A. Khamis and Walid Gomaa

On the use of SVMs to Detect Anomalies in a Stream of SIP Messages

Raihana Ferdous, Renato Lo Cigno, and Alessandro Zorat

Decremental Learning of Evolving Fuzzy Inference Systems Using a Sliding Window

Manuel Bouillon, Eric Anquetil, and Abdullah Almaksour

Online time series segmentation using temporal mixture models and Bayesian model selection

Allou Same and Gérard Govaert

Occluded Face Recognition Using Correntropy-based Nonnegative Matrix Factorization

Page 11: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Tolga Ensari, Jan Chorowski, and Jacek Zurada

Reinforcement Learning for Production Ramp-up - A Q-Batch Learning Approach

Stefanos Doltsinis, Pedro Ferreira, and Niels Lohse,

Interaction Trees: Optimizing Ensembles of Decision Trees for Gene-Gene Interaction Detections

Amin Assareh, L.Gwenn Volkert, and Jing Li

Scalable Learning and Knowledge Discovery via Adaptive Sampling

Jianhua Chen

Tensor-based Temporal Behavior Analysis in Pain Medicine

Andrew Hall, Guangzhi Qu, Ishwar Sethi, and Craig Hartrick

Prediction of protein structures using GPU based simulated annealing

Hui Li and Chunmei Liu

Assessing Encoding Techniques through Correlation-Based Metrics

Giuliano Armano and Emanuele Tamponi

Predicting Congressional Votes Based on Campaign Finance Data

Samuel Smith, Jae Yeon (Claire) Baek, Zhaoyi Kang, Dawn Song, Laurent El Ghaoui, and Mario Frank

Polynomial Correlation Filters for Human Face Recognition

Mohamed Alkanhal and Ghulam Muhammad

Block Level Video Steganalysis Scheme

Kesav Kancherla and Srinivas Mukkamala

Estimation of susceptibility to landslides using neural networks based on the FALCON-ART model

Alvaro Viloria and Carolina Chang

Prediction of the Calcium and Magnesium content in soils through a Generalized Regression Neural

Networks and Genetic Algorithms

Yessika Labrador and Carolina Chang

A New Continuum Regression Method for Quantitative Analysis of Raman Spectrum

Shuo Li

A Sequential Multi-task Learning Neural Network with Metric-Based Knowledge Transfer

Simeng Yue and Seiichi Ozawa

Numerical Solution of Dirichlet Boundary Value Problems for Partial Differential Equations Using

Quantum-Behaved Particle Swarm Optimization with Random Gaussian Function

Page 12: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Youngmin Ha

Venue Recommendation: Submitting your Paper with Style

Zaihan Yang and Brian Davison

A Sampling-Based Approach to Reducing the Complexity of Continuous State Space POMDPs by

Decomposition into Coupled Perceptual and Decision Processes

Rasool Fakoor and Manfred Huber

Age-Group Classification of Facial Images

Li Liu, Jianming Liu, and Jun Cheng

A Game Theoretic Framework for Communication in Fully Observable Multiagent Systems

Tummalapalli Reddy, Manfred Huber, and Gergely Zaruba

Poster Presentations: Workshops and Special Sessions

Chair:

(6:30 PM to 9:00 PM)

Clinical Report Classification using Natural Language Processing and Topic Modeling

Efsun Sarioglu, Kabir Yadav, and Hyeong-Ah Choi

A Boosting Method for Learning from Imbalanced Data toward Improved Face Recognition

Xiaohui Yuan and Mohamed Abouelenien

The Class-Imbalance Problem for High-Dimensional Class Prediction

Lara Lusa and Rok Blagus

Feature Extraction and Selection in Ground Penetrating Radar with Experimental Data Set of Inclusions

in Concrete Blocks

F. A. A. Queiroz, D. A. G. Vieira, X. L. Travassos, and M. F. Pantoja

Recurrent Clustering for Unsupervised Feature Extraction with Application to Sequence Detection

S. R. Young and I. Arel

Extraction of Strong Associations in Classes of Similarities

I. Biskri, L. Rompré, S. Descoteaux, A. Achouri, and B. A. Benasaber

Generation of Tests for Programming Challenge Tasks on Graph Theory using Evolution Strategy

M. Buzdalov

Adaptive Selection of Helper-Objectives with Reinforcement Learning

A. Buzdalova and M. Buzdalov

Online Ensemble Learning Approach for Server Workload Prediction in Large Datacenters

Page 13: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

N. Singh and S. Rao

The State of Machine Learning Methodology in Software Fault Prediction

Tracy Hall and David Bowes

A Treeboost Model for Software Effort Estimation Based on Use Case Points

Ali Nassif, Luiz Capretz, Danny Ho, and Mohammad Azzeh

Fuzzy-ExCOM Software Project Risk Assessment

Ekananta Manalif, Luiz Capretz, and Danny Ho

Cluster Analysis Using Improved Fuzzy c-means Clustering for Object Localization

Jieun Kim and Woo Young Jung

An Extension of the Consensus-Based Bundle Algorithm for Group Dependent Tasks with Dependencies

S. Hunt, Q. Meng, and C.J. Hinde

Page 14: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 2: Thursday, December 13, 2012

Parallel Track 2

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Session 3: Machine Learning in Bioinformatics and Computational Biology (II)

Chair:

(10:00 AM to 12:00 PM)

Effective Enrichment of Gene Expression Data: Building an integrated approach for generating new

samples and assessing their quality

Utku Sirin, Utku Erdogdu, Faruk Polat, Mehmet Tan, and Reda Alhajj

Determining the Number of Iterations Appropriate For Ensemble Gene Selection on Microarray Data

David Dittman, Taghi Khoshgoftaar, Randall Wald, and Amri Napolitano

Mean Aggregation Versus Robust Rank Aggregation For Ensemble Gene Selection

Randall Wald, Taghi Khoshgoftaar, and David Dittman

SVM-based framework for the robust Extraction of Objects from Histopathological Images Using Color,

Texture, Scale and Geometry

Antoine Veillard, Stephane Bressan, and Daniel Racoceanu

A Novel Hierarchical Level Set with AR-Boost for White Matter Lesion Segmentation in Diabetes

Baidya Saha, Sriraam Natarajan, Gopi Kota, Christopher Whitlow, Donald Bowden, Jasmin Divers, Barry

Freedman, and Joseph Maldjian

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Workshop C-1: Machine Learning and Applications in Health Informatics

Chair: Naeem Seliya

Page 15: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

(1:00 PM to 3:00 PM)

PQL: Protein Query Language

Sherif Elfayoumy and Paul Bathen

Risk Estimation in Spatial Disease Clusters: An RBF Network Approach

Fernanda Takahashi and Ricardo Takahashi

Comparing Two New Gene Selection Ensemble Approaches with the Commonly-used Approach

David Dittman, Taghi Khoshgoftaar, Randall Wald, and Amri Napolitano

Analyzing the Performance of Hierarchical Binary Classifiers for Multi-Class Classification Problem Using

Biological Data

Salma Begum and Ramazan Aygun

First Order Statistics Based Feature Selection: A Diverse and Powerful Family of Feature Selection

Taghi Khoshgoftaar, David Dittman, Randall Wald, and Alireza Fazelpour

Sampling-based Subnetwork Identification from Microarray Data and Protein-protein Interaction

Xiao Wang, Jinghua Gu, Li Chen, Ayesha N. Shajahan, Robert Clarke, and Jianhua Xuan

Coffee Break

(3:00 PM to 3:15 PM)

Session 4: Machine Learning in Bioinformatics and Computational Biology (I)

Chair:

(3:15 PM to 5:15 PM)

Prediction of Protein Essentiality the Support Vector Machine with Statistical Tests

Chiou-Yi Hor, Chang-Biau Yang, Zih-Jie Yang, and Chiou-Ting Tseng

Incremental Mitosis: Discovering Clusters of Arbitrary Shapes and Densities in Dynamic Data

Rania Ibrahim, Naglaa Ahmed, Noha Yousri, and Mohamed Ismail

Network transformation of gene expression for reliable feature extraction

Remy Nicolle, Mohamed Elati, and François Radvanyi

Combining Gene Expression Profiles and Protein-Protein Interactions for Identifying Functional

Dingding Wang, Mitsunori Ogihara, Erliang Zeng, and Tao Li

Building synthetic networks of the budding yeast cell-cycle using swarm intelligence

Gonzalo Ruz, Tania Timmermann, and Eric Goles

Incorporating gene significance in the impact analysis of signaling pathways

Calin Voichita, Michele Donato, and Sorin Draghici

Page 16: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 2: Thursday, December 13, 2012

Parallel Track 3

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Session 5: Kernel and Reinforcement Learning

Chair:

(10:00 AM to 12:00 PM)

Differentiable Kernels in Generalized Matrix Learning Vector Quantization

Thomas Villmann, Marika Kästner, Martin Riedel, David Nebel, and Michael Biehl

Monte Carlo Tree Search for Bayesian Reinforcement Learning

Vien Ngo and Wolfgang Ertel

An Inverse Reinforcement Learning algorithm for Partially Observable Domains with Application on

Healthcare Dialogue Management

Hamid R. Chinaei and Brahim Chaib-draa

Increasing Efficiency of Evolutionary Algorithms by Choosing between Auxiliary Fitness Functions with

Reinforcement Learning

Arina Buzdalova and Maxim Buzdalov

pRBF Kernels: A Framework for the Incorporation of Task-Specific Properties into Support Vector

Antoine Veillard, Daniel Racoceanu, and Stephane Bressan

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 6: Structure, Manifold and Bayesian Learning

Chair:

(1:00 PM to 3:00 PM)

Page 17: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Deep Structure Learning: Beyond Connectionist Approaches

Benjamin Mitchell and John Sheppard

Two Effective Algorithms towards the Improvement of Bayesian Network Structure Learning

Yan Tang, Kendra Cooper, and DeShan Tang

Balancing Public Cycle Sharing Schemes using Independent Learners

Jeremiah Smith, Luke Dickens, and Krysia Broda

Semi-supervised Non-negative Patch Alignment Framework

Long Lan, Naiyang Guan, and Zhigang Luo

Coffee Break

(3:00 PM to 3:15 PM)

Special Session VI: Adaptive and Dynamic Modeling in Non Stationary Environments

Chair: Moamar Sayed-Mouchaweh

(3:15 PM to 5:55 PM)

Spatial Feature Extraction for Classification of Non-Stationary Myoelectric Signals

David Hofmann and J. Michael Herrmann

Maintaining Prior Distributions Across Evolving Eigenspaces – An Application to Portfolio Construction

Kevin R. Keane and Jason J. Corso

Adaptive Soft Sensor for Online Prediction Based on Moving Window Gaussian Process Regression

Ratko Grbić, Dražen Slišković, and Petr Kadlec

Abrupt and Drift-Like Fault Diagnosis of Concurrent Discrete Event Systems

Moamar Sayed-Mouchaweh and Patrice Billaudel

Evolving Neural Fuzzy Network with Adaptive Feature Selection

Alisson Silva, Walmir Caminhas, Andr´e Lemos, and Fernando Gomide

Moving Object Detection in Aerial Video

Yunfei Wang, Zhaoxiang Zhang, and Yunhong Wang

Page 18: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 3: Friday, December 14, 2012

Parallel Track 1

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Utilizing Data Mining and Machine Learning Techniques for Effective Network Construction and Data

Analysis

Reda Alhajj, University of Calgary

Coffee Break

(9:30 AM to 10:00 AM)

Session 7: Machine Learning Methods for Biomedical Application

Chair: Naeem Seliya

(10:00 AM to 12:00 PM)

Estimating Hospital Admissions with a Randomized Regression Approach

Kleber Garcia and Philip Chan

Coupled Directional Level Set for MR Image Segmentation

Qin Xianjing and Pingkun Yan

Stereo Matching Based on Random Speckle Projection for Dynamic 3D Sensing

Jun Jiang, Jun Cheng, and Hai Zhao

Semantic Data Types in Machine Learning from Healthcare Data

Janusz Wojtusiak

A Machine Learning Pipeline for Three-way Classification of Alzheimer Patients from Structural

Magnetic Resonance Images of the Brain

Sriraam Natarajan and Baidya Saha

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 8: Classification Methods

Page 19: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Chair:

(1:00 PM to 3:00 PM)

Minimal Norm Support Vector Machines for Large Classification Tasks

Robert Strack and Vojislav Kecman

Fast Time Series Classification Based on Infrequent Shapelets

Zhi Dong, Qing He, Fuzhen Zhuang, Tianfeng Shang, and Zhongzhi Shi

Cost-Sensitive Universum-SVM

Sauptik Dhar and Vladimir Cherkassky

A Hybrid Transfer Learning Mechanism for Object Classification Across View

Yi Mo, Zhaoxiang Zhang, and Yunhong Wang

Location Type Classification Using Tweet Content

Haibin Liu, Bo Luo, and Dongwon Lee

Coffee Break

(3:00 PM to 3:15 PM)

Session 9: Machine Learning Applications

Chair:

(3:15 PM to 5:15 PM)

Topological indoor Localization & Navigation for Autonomous Industrial Mobile Manipulator

Hongtai Cheng, Heping Chen, and Yong Liu

Estimating the Convection Heat Transfer Coefficient of a Run-Out Cooling Table in a Steel-Making

Process by Neural Networks

Gláucio Barcelos, Douglas Vieria, Rodney Saldanha, and Luciano Mirando

Writing with Style: Venue Classification

Zaihan Yang and Brian Davison

Incorporating incremental and active learning for scene classification

Xianglin Li and Jun Cheng

Augmented Coupled Dictionary Learning for Image Super-Resolution

Muhammad Rushdi

Studying the Effect of Class Imbalance in Ocean Turbine Fault Data on Reliable State Detection

Janell Duhaney, Taghi Khoshgoftaar, and Amri Napolitano

CONFERENCE BANQUET

(6:30 PM to 9:00 PM)

Page 20: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification
Page 21: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 3: Friday, December 14, 2012

Parallel Track 2

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Utilizing Data Mining and Machine Learning Techniques for Effective Network Construction and Data

Analysis

Reda Alhajj, University of Calgary

Coffee Break

(9:30 AM to 10:00 AM)

Session 10: Data Categorization, Data Visualization and Numerical Optimization

Chair:

(10:00 AM to 12:00 PM)

Cellular Differentiation Algorithm for High Dimensional Numerical Function Optimization

Yanjiang Wang, Chengna Yuan, and Weifeng Liu

Online recovery of missing values in vital signs data streams using low-rank matrix completion

Shiming Yang, Konstantinos Kalpakis, Colin Mackenzie, Lynn Stansbury, Deborah Stein, Thomas Scalea,

and Peter Hu

Analysis of Causality in Stock Market Data

Chathra Hendahewa and Vladimir Pavlovic

An Efficient Algorithm for Top-k Queries on Uncertain Data Streams

Caiyan Dai, Ling Chen, Yixin Chen, and Keming Tang

Perceptual User study for Combined Treemap

Jie Liang, Mao Lin Huang, and Quang Vinh Nguyen

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 11: Feature Selection and Fusion

Page 22: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Chair:

(1:00 PM to 3:00 PM)

An Empirical Study on the Stability of Feature Selection for Imbalanced Software Engineering Data

Huanjing Wang, Taghi Khoshgoftaar, Randall Wald, and Amri Napolitano

Feature Mapping and Fusion for Music Genre Classification

Haythem Balti and Hichem Frigui

Label Image Constrained Atlas Selection for Image Segmentation

Cao Yihu and Pingkun Yan

Applying Feature Selection to Short Time Wavelet Transformed Vibration Data for Reliability Analysis of

an Ocean Turbine

Janell Duhaney, Taghi Khoshgoftaar, and Randall Wald

Supervised Low Rank Matrix Approximation to Improve Selection Stability

Salem Alelyani and Huan Liu

Coffee Break

(3:00 PM to 3:15 PM)

Session 12: Machine Learning for Data Analysis

Chair:

(3:15 PM to 5:15 PM)

Backtracking for More Efficient Large Scale Dynamic Programming

Charles Tripp and Ross Shachter

Gradient-based Algorithms for the Automatic Construction of Fuzzy Cognitive Maps

Salomão Madeiro and Fernando Von Zuben

Randomized Sampling for Large Data Applications of SVM

Erik Ferragut and Jason Laska

Obtaining full regularization paths for robust sparse coding with applications to face recognition

Jan Chorowski and Jacek Zurada

CONFERENCE BANQUET

(6:30 PM to 9:00 PM)

Page 23: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 3: Friday, December 14, 2012

Parallel Track 3

Conference Registration

(7:00 AM to 6:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Utilizing Data Mining and Machine Learning Techniques for Effective Network Construction and Data

Analysis

Reda Alhajj, University of Calgary

Coffee Break

(9:30 AM to 10:00 AM)

Special Session VII-1: Machine Learning in Energy Applications

Chair: Ilhami Colak

(10:00 AM to 12:00 PM)

Application of Adaptive Artificial Neural Network Method to Model the Excitation Currents of

Synchronous Motors

Ramazan Bayindir, Ilhami Colak, Seref Sagiroglu, and Hamdi Tolga Kahraman

A Novel Neural Network Based Control Method With Adaptive On-line Training for DC–DC Converters

Hidenori Maruta, Masashi Motomura, and Fujio Kurokawa

Multivariate Assessment of a Repair Program for a New York City Electrical Grid

Rebecca Passonneau, Ashish Tomar, Somnath Sarkar, and Haimonti Dutta

Unsupervised Disaggregation for Nonintrusive Load Monitoring

Sundeep Pa=em

Approach to Control of the Output Voltage in Renewable Energy Sources on the Basis of AE-method

Using Genetic Algorithm

V. Ten, N. Isembergenov, Y. Akhmetbekov, D. Sarbassov, A. Iglikov, and B. Matkarimov

Excitation Current Forecasting for Reactive Power Compensation in Synchronous Motors: A Data Mining

Approach

Ramazan Bayindir, Mehmet Yesilbudak, Ilhami Colak, and Seref Sagiroglu

Page 24: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 13: Probabilistic and Model Based Learning

Chair:

(1:00 PM to 3:00 PM)

Online Variational Learning for a Dirichlet Process Mixture of Dirichlet Distributions and Its Application

Wentao Fan and Nizar Bouguila

Personalized Recommendation in Folksonomies using a Joint Probabilistic Model of Users, Resources

and Tags

Muzaffer Alper and Şule Gündüz-Öğüdücü

Temporal Pattern Identification Using Reconstructed Phase Space and Hidden Markov Model

Wenjing Zhang and Xin Feng

Coffee Break

(3:00 PM to 3:15 PM)

Special Session VII-2: Machine Learning in Energy Applications

Chair: Ilhami Colak

(3:15 PM to 5:55 PM)

Artificial Intelligence Based Hybrid Structures for Short-Term Load Forecasting Without Temperature

Idil Isikli Esener, Tolga Yuksel, and Mehmet Kurban

A Cooperative Learning Scheme for Energy Efficient Routing in Wireless Sensor Networks

Sami S. Alwakeel and Najla A. Al-Nabhan

The Prediction of Monthly Average Solar Radiation with TDNN and ARIMA

Ji Wu and CK Chan

Measuring the Spatial Error in Load Forecasting for Electrical Distribution Planning as a Problem of

Transporting the Surplus to the In-Deficit Locations

Vieria Douglas, D. A. G. Vieira, M. M. A. Cabral, T. V. Menezes, B. E. Silva, and A. C. Lisboa

Finding Motifs in Wind Generation Time Series Data

Chandrika Kamath and Ya Ju Fan

Position Control of a DC Motor Used in Solar Panels with Artificial Neural Networks

Murat Sahin, H. Ibrahim Bulbul, and Ilhami Colak

Monitoring and Determination of Wind Energy Potential by Web Based Wireless Network

Onur Keskin, İsmet Ateş, Z. Haktan Karadeniz, Alpaslan Turgut, and Zeki Kıral

Page 25: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

CONFERENCE BANQUET

(6:30 PM to 9:00 PM)

Page 26: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 4: Saturday, December 15, 2012

Parallel Track 1

Conference Registration

(7:00 AM to 3:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Session 14: Clustering Methods

Chair:

(10:00 AM to 12:00 PM)

Compressive Clustering of High-dimensional Data

Andrzej Ruta, Fatih Porikli

Binary Function Clustering using Semantic Hashes

Wesley Jin, Sagar Chaki, Arie Gurfinkel, Charles Hines, Cory Cohen, Jeffrey Havrilla, and Priya

Automated Storage Tiering Using Markov Chain Correlation Based Clustering

Malak Alshawabkeh, Alma Riska, Adnan Sahin, and Motasem Awwad

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 15: Graph Based Learning

Chair:

(1:00 PM to 3:00 PM)

A comparison of graph embedding methods for vertex nomination

Ming Sun, Minh Tang, and Carey Priebe

Graph Based Semi-Supervised Non-negative Matrix Factorization for Document Clustering

Naiyang Guan, Xuhui Huang, Long Lan, Zhigang Luo, and Xiang Zhang

Can frequent itemset mining be efficiently and effectively used for learning from graph data?

Thashmee Karunaratne and Henrik Boström

Page 27: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Bias Selection Using Task-Targeted Random Subspaces for Robust Application of Graph-Based Semi-

Supervised Learning

Christopher Symons, Ranga Vatsavai, Goo Jun, and Itamar Arel

Page 28: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 4: Saturday, December 15, 2012

Parallel Track 2

Conference Registration

(7:00 AM to 3:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Workshop C-2: Machine Learning and Applications in Health Informatics

Chair: Naeem Seliya

(10:00 AM to 12:00 PM)

Establishment of a Diagnostic Decision Support System in Genetic Dysmorphology

Kaya Kuru, Mahesan Niranjan, and Yusuf Tunca

A New Fixed-Overlap Partitioning Algorithm for Determining Stability of Bioinformatics Gene Rankers

Randall Wald, Taghi Khoshgoftaar, and David Dittman

Novel Margin Features for Mammographic Mass Classification

Ali Bagheri-Khaligh and Mohammad Manzuri-Shalmani

Predicting Patient Outcomes from a Few Hours of High Resolution Vital Signs Data

Tim Oates, Colin Mackenzie, Lynn Stansbury, Bizhan Aarabi, Deborah Stein, and Peter Hu

The Effect of Number of Iterations on Ensemble Gene Selection

Wael Awada, Taghi Khoshgoftaar, David Dittman, and Randall Wald

Distributed Privacy Preserving Decision System for Predicting Hospitalization Risk in Hospitals with

Insufficient Data

George Mathew and Zoran Obradović

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Special Session VIII: Machine Learning Ensemble Methods and Applications

Page 29: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Chair: Wenjia Wang

(1:00 PM to 3:00 PM)

Decision Level Fusion of Wavelet Features for Ocean Turbine State Detection

Janell Duhaney and Taghi M. Khoshgoftaar

Finding Survival Groups in SEER Lung Cancer Data

Iryna Skrypnyk

A Novel Noise-Resistant Boosting Algorithm for Class-Skewed Data

Jason Van Hulse, Taghi M. Khoshgoftaar, and Amri Napolitano

Exploiting Representational Diversity for Time Series Classification

Tim Oates, Colin F. Mackenzie, Deborah M. Stein, Lynn G. Stansbury, Joseph DuBose, Bizhan Aarabi,

and Peter F. Hu

Jensen-Shannon Divergence in Ensembles of Concurrently-Trained Neural Networks

Aaron Mishtal and Itamar Arel

O-linked Glycosylation Site Prediction Using Ensemble of Graphical Models

Aditya Sriram and Feng Luo

A Hybrid Method for Estimating the Predominant Number of Clusters in a Data Set

Jamil Al Shaqsi and Wenjia Wang

Page 30: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING APPLICATIONS (ICMLA 2012)

Day 4: Saturday, December 15, 2012

Parallel Track 3

Conference Registration

(7:00 AM to 3:00 PM)

Light Breakfast

(7:00 AM to 8:00 AM)

KEYNOTE SPEAKER

(8:30 AM to 9:30 AM)

Coffee Break

(9:30 AM to 10:00 AM)

Special Session IX: ICMLA 2012 Avatar Face Recognition Challenge

Chair:

(10:00 AM to 12:00 PM)

Face Recognition Challenge: Object Recognition Approaches for Human/Avatar Classification

Toshihiko Yamasaki and Tsuhan Chen

Convolutional Networks Applied to the ICMLA 2012 Face Recognition Challenge

Brian Cheung

Learning Visual Features for the Avatar Captcha Recognition Challenge

Mohammed Korayem, Abdallah A. Mohamed, David Crandall, and Roman V. Yampolskiy

ICMLA 2012 Face Recognition Challenge

Salem Alelyani and Ira A. Fulton

ICMLA Face Recognition Challenge – Results of the Team Computational Intelligence Mittweida

Thomas Villmann, Marika Kästner, David Nebel, and Martin Riedel

Lunch (Provided by the Conference)

(12:00 PM to 1:00 PM)

Session 16: Multi-Strategy, Multi-Label, Multi-Objective learning

Chair:

(1:00 PM to 3:00 PM)

Cost-Sensitive Multi-Strategy Active Annotation for Text Classification

Shilpa Arora, Pinar Donmez, and Eric Nyberg

Page 31: THE 11th IEEE INTERNATIONAL CONFERENCE ON MACHINE … · A New Intelligent Steganalysis Method for Waveform Audio Steganography Uraz Yavanoglu, ... Interactive Visual Classification

Multi-label Classification using Adaptive Neighborhoods

Tanwistha Saha, Huzefa Rangwala, and Carlotta Domeniconi

Meta-Learning and Model Selection in Multiobjective Evolutionary Algorithms

Martin Pilat and Roman Neruda