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Tuesday, July 5th 2005
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5:00 - 7:00PM
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Welcome Reception
UQ Staff and Graduates Club, Staff House
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Wednesday, July 6th 2005
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[8:00AM-6:00PM]
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Registration (Hawken Room S201), Internet Access
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8:45-9:00AM
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Welcome/Conference Opening (Hawken 3)
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9:00-10:00AM
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Plenary Session: (Hawken 3)
Session Chair: James Hogan
Keynote Address:Selection Bias and Other Issues in Applications of Machine Learning in Bioinformatics
Geoff McLachlan, University of Queensland
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10:00-10:30AM
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Morning Tea
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Stream 1: (Hawken 3)
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Stream 2: (Hawken 2)
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10:30AM-12:30PM
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Bioinformatics
Session Chair: James Hogan
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Knowledge Engineering & Discovery
Session Chair: Frederic Maire
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Evolving Neural Networks for the Classification of Malignancy Associated Changes - Jennifer Hallinan
Matching Peptide Sequences with Mass Spectra - K. W. Lau, B. Stapley, S. Hubbard, and H. Yin
Extraction by Example: Induction of Structural Rules for the Analysis of Molecular Sequence Data from Heterogeneous Sources - Olivo Miotto, Tin Wee Tan, and Vladimir Brusic
SVM Based Prediction of Bacterial Transcription Start Sites - James Gordon and Michael Towsey
Exploiting Sequence Dependencies in the Prediction of Peroxisomal Proteins - Mark Wakabayashi, John Hawkins, Stefan Maetschke, and Mikael Boden
Deriving a Matrix of Peptide-MHC Interactions in the Diabetic Mouse by Genetic Algorithms - Menaka Rajapakse, Lonce Wyse, Bertil Schmidt, and Vladimir Brusic
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EXiT-B: A New Approach for Extracting Maximal Frequent Subtrees from XML Data - Juryon Paik, Dongho Won, Farshad Fotouhi, and Ung Mo Kim
Synthetic Environment Representational Semantics Using the Web Ontology Language- Mehul Bhatt, Wenny Rahayu, and Gerald Sterling
New Rules for Hybrid Spatial Reasoning - Wenhui Li and Haibin Sun
Using Pre-aggregation for Efficient Spatial Query Processing in Sensor Environments - Soon-Young Park and Hae-Young Bae
Generating Predicate Rules from Neural Networks - Richi Nayak
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12:30-1:30PM
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Lunch (St. Leos College)
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Stream 1: (Hawken 3)
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Stream 2: (Hawken 2)
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1:30-2:45PM
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Evolutionary Computation & Complex Systems
Session Chair: Jennifer Hallinan
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Engineering Applications
Session Chair: Gordon Wyeth
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Co-evolutionary Rule-Chaining Genetic Programming - Wing-Ho Shum, Kwong-Sak Leung, and Man-Leung Wong
A Dynamic Migration Model for Self Adaptive Genetic Algorithms - Srinivasa K G, P. Deepa Shenoy, Karthik Sridharan, Venugopal K R and Lalit M. Patnaik
Combining Influence Maps and Cellular Automata for Reactive Game Agents - Penelope Sweetser and Janet Wiles
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Analysis/Synthesis of Speech Signals Based on AbS/OLA Sinusoidal Modeling Using an Elliptic Filter - Kihong Kim, Jinkeun Hong and Jongin Lim
Robust Model Adaptation using Mean and Variance Transformations in the Linear Spectral Domain - Donghyun Kim and Dongsuk Yook
Intelligent Predictive Control of a 6-dof Robotic Manipulator with Reliability Based Performance Improvement - Ahmet Akbas
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2:45-3:15PM
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Afternoon Tea
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3:15-4:30PM
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Image Analysis
Session Chair:
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Data Mining I
Session Chair: Marcus Gallagher
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Multiresolution Analysis of Connectivity - Atul Sajjanhar, Guojun Lu and Dengsheng Zhang
Kernel Biased Discriminant Analysis using the Histogram Intersection Kernel for Content-Based Image Retrieval - Lin Mei, Gerd Brunner, Lokesh Setia and Hans Burkhardt
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Probabilistic Data Generation for Deduplication and Data Linkage - Peter Christen
Mining Job Logs Using an Incremental Attribute-Oriented Approach - Idowu O. Adewale and Reda Alhajj
Dimensional Reduction of Large Image Datasets using Non-Linear Principal Components - Silvia S. C. Botelho, Willian Lautenschlger, Matheus Bacelo de Figueiredo, Tania Mazzadri Centeno and Mauricio M. Mata
Knowledge Reduction of Rough Sets Based On Partition - Xiaobing Pei and Yuanzhen Wang
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Thursday, July 7th 2005
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[8:00AM-5:30PM]
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Registration (Hawken Room S201), Internet Access
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Stream 1: (Hawken 3)
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Stream 2: (Hawken 2)
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8:30AM-10:30AM
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Gene Expression and Proteins
Session Chair: Mikael Boden
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Machine Learning I
Session Chair:
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A Multi-population Chi-Squared Test Approach to Informative Gene Selection - Jun Luo and Jinwen Ma
Gene Selection of DNA Microarray Data Based on Regularization Networks - Xin Zhou and K.Z. Mao
Application of Mixture Models to Detect Differentially Expressed Genes - Liat Ben-Tovim Jones, Richard W. Bean, Geoff McLachlan, and Justin Zhu
A Comparative Study of Two Novel Predictor Set Scoring Methods - Chia Huey Ooi and Madhu Chetty
Predictive Vaccinology: Optimisation of Predictions Using Support Vector Machine Classifiers - Ivana Bozic, Guang Lan Zhang, and Vladimir Brusic
Protein Fold Recognition using Neural Networks and Support Vector Machines - Nan Jiang, Wendy Xinyu Wu, and Ian Mitchell
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Neural Networks: a Replacement for Gaussian Processes? - Matt Lilley and Marcus Frean
Bayesian Radial Basis Function Neural Network - Zheng Rong Yang
Model Trees for Classification of Hybrid Data Types - Hsing-Kuo Pao, Shou-Chih Chang, and Yuh-Jye Lee
An Empirical Study of Hoeffding Racing for Model Selection in k-Nearest Neighbor Classification - Flora Yu-Hui Yeh and Marcus Gallagher
Designing an Optimal Network Using the Cross-Entropy Method - Sho Nariai, Kin-Ping Hui, and Dirk Kroese
Improving Ensembles With Classificational Cellular Automata - Petra Povalej, Mitja Lenic, and Peter Kokol
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10:30AM-11:00A M
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Morning Tea
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11:00AM-12:30PM
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Data Mining II
Session Chair:
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Machine Learning II
Session Chair:
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A Focused Crawler with Document Segmentation - Jaeyoung Yang, Jinbeom Kang and Joongmin Choi
An Intelligent Grading System using Heterogeneous Linguistic Resources - Yu-Seop Matt Kim, Woo-Jin Cho, Jae-Young Lee, and Yu-Jin Oh
Finding Uninformative Features in Binary Data - Xin Wang and Ata Kaban
Classification by an Instance-Based Learning Algorithm -Yongguang Bao, Eisuke Tsuchiya, Naohiro Ishii and Xiaoyong Du
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Sequential Search for Decremental Edition - Jose A. Olvera-Lopez, J. Ariel Carrasco-Ochoa and Jose Fco. Martnez-Trinidad
A Gradient BYY Harmony Learning Algorithm on a Mixture of Experts for Curve Detection - Zhiwu Lu, Qiansheng Cheng and Jinwen Ma
Novel Anomaly Detection Using Small Training Sets - Qingbo Yin, Liran Shen, Rubo Zhang and Xueyao Li
Induction of Linear Decision Trees with Real-coded Genetic Algorithms and k-D Trees - Sai-cheong Ng and Kwong-sak Leung
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12:30-1:30PM
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Lunch (St. Leos College)
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1:30-2:30PM
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Plenary Session: (Hawken 3)
Session Chair: Marcus Gallagher
Keynote Address:Improving Web Information Finding by Learning with Large Datasets
Mehran Sahami, Google and Stanford University
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2:30-3:00PM
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Afternoon Tea
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Stream 1: (Hawken 3)
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Stream 2: (Hawken 2)
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3:00PM-5:00PM
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Special Session
Session Chair:
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Cluster Analysis
Session Chair:
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Circular SOM for Temporal Characterisation of Modelled Gene Expressions - Carla S. Moller-Levet and Hujun Yin
A Recursive Self-Organizing Map as a Contractive Iterative Function System - Peter Tino Igor Farkas and Jort van Mourik
Differential Priors for Elastic Nets - Miguel A. Carreira-Perpinan, Peter Dayan, and Geoffrey J. Goodhill
Graphics Hardware Implementation of the Parameter-less Self Organising Map - Alexander Campbell, Erik Berglund and Alexander Streit
SOM-based Novelty Detection Using Novel Data - Hyoung-joo Lee and Sungzoon Cho
Multi-Level Document Classifications with Self-Organising Maps - Huilin Ye
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A Dynamic Merge-Or-Split Learning Algorithm on Gaussian Mixtures for Automated Model Selection - Jinwen Ma and Qicai He
Bearing Similarity Measures for Self-Organizing Feature Maps - Narongdech Keeratipranon and Frederic Maire
An Efficient Spatial Clustering Algorithm Using a Binary Tree - Mohsin Ali, Xue Li and Zhao Yang Dong
Cluster Analysis of High-Dimensional Data: A Case Study - Richard Bean and Geoff McLachlan
Universal Clustering with a Family of Power Loss Functions in Probabilistic Space - Vladimir Nikulin
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Evening
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Conference Dinner: Vinos Restaurant and Bar, Eagle St. Pier, City
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Friday, July 8th 2005
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[8:00AM-2:30PM]
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Registration (Hawken Room S201), Internet Access
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Stream 1: (Hawken 3)
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Stream 2: (Hawken 2)
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9:00AM-10:30AM
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Financial Engineering
Session Chair:
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Multi-Agent Systems (Theory)
Session Chair:
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A Multicriterion Sorting Procedure for Financial Classification Problems: the Case of Business Failure Risk Assessment - Ceyhun Araz, Irem Ozkarahan
Volatility Modelling of Multivariate Financial Time Series by Using ICA-GARCH Models - Edmond H.C. Wu and Philip L.H. Yu
Volatility Transmission between Stock and Bond Markets: Evidence from the U.S. and Australia - Victor Fang, Vincent C S Lee and Yee Choon Lim
A Machine Learning Approach to Intraday Trading on Foreign Exchange Markets - Andrei Hryshko and Tom Downs
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A Support Tool for Multi-Agent Development - Hyunsang Youn, Sungwook Hwang, Heeyong Youn and Eunseok Lee
A Hybrid Agent Architecture for Modeling Autonomous Agents in SAGE - Amina Tariq, Amna Basharat, Hafiz Farooq Ahmad, Hiroki Suguri, and Arshad Ali
Toward Transitive Dependence in MAS - Bo An, Chunyan Miao, Lianggui Tang, Shuangqing Li, and Daijie Cheng
An Architecture for Multi-Agent based Self-Adaptive Systems in Mobile Environments - Seunghwa Lee, Jehwan Oh, and Eunseok Lee
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10:30AM-11:00AM
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Morning Tea
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11:00AM-12:00PM
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Complex Systems Models
Session Chair:
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Multi-Agent Systems (Applications)
Session Chair:
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EEG Source Localization for Two Dipoles in the Brain Using a Combined Method - Zhuoming, Li, Yu Zhang, Qinyu Zhang, Masatake Akutagawa, Hirofumi Nagashino, Fumio Shichijo, and Yohsuke Kinouchi
Identification of Anomalous SNMP Situations Using a Cooperative Connectionist Exploratory Projection Pursuit Model - Alvaro Herrero, Emilio Corchado, Jose Manuel Saiz
Patterns in Complex Systems Modelling - Janet Wiles and James Watson
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Autonomous and Dependable Recovery Schemes in UPnP Network Settings - Youngsoo Choi, Sanguk Noh, Kyunghee Choi, and Gihyun Jung
A Transitive Dependence Based Social Reasoning Mechanism for Coalition Formation - Bo An, Chunyan Miao, Lianggui Tang, Shuangqing Li, and Daijie Cheng
A Multi-Agent Based Context Aware Self-Healing System - JeongMin Park, HyunSang Youn, and EunSeok Lee
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12:00-1:00PM
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Plenary Session: (Hawken 3)
Session Chair: Frederic Maire
Keynote Address: Challenges of Learning from Very Small Size Sample in a Very High Dimensional Space
Adam Kowalczyk, Statistical Machine Learning, NICTA Canberra.
Conference Close.
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1:00-2:00PM
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Lunch (St. Leos College)
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2:00-5:00PM
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Social Event: Trip to Lone Pine Koala Sanctuary
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