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MMAML 2010
Special Session on Multiple Model Approach to Machine Learning |
| OBJECTIVES AND TOPICS |
Ensemble methods have gained great attention of scientific community over the last several years. Multiple models have been theoretically and empirically shown to provide significantly better performance than their single base models. Ensemble algorithms have found their application in various real word problems ranging from person recognition through medical diagnosis and text classification to financial forecasting. The MMAML 2010 Special Session at the 2nd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2010) is devoted to the ensemble methods and their application to classification, prediction, and clustering problems. We want to offer an opportunity for researchers and practitioners to identify new promising research directions as well as to publish recent advances in this area. The scope of the MMAML 2010 includes, but is not limited to the following topics:
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- Theoretical framework for ensemble methods
- Ensemble learning algorithms: bagging, boosting, stacking, etc.
- Ensemble methods in clustering
- Dealing with large volumes of data and lack of adequate data
- Model and feature selection in multiple model machine learning
- Diversity, accuracy and stability issues
- Hybrid ensembles
- Hybrid methods in prediction and classification
- Time factor in ensemble models
- Multi-objective ensemble models
- Ensemble methods in agent and multi-agent systems
- Newest methods for generating ensembles
- Implementations of ensemble learning algorithms
- Assessment and statistical analysis of ensemble models
- Applications of ensemble methods in business, engineering, medicine, etc.
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SESSION CHAIRS
(Photo)
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CONTACT |
Oscar Cordón, European Centre for Soft Computing, Spain
Przemysław Kazienko, Wroclaw University of Technology, Poland
Bogdan Trawiński, Wroclaw University of Technology, Poland |
oscar.cordon@softcomputing.es
kazienko@pwr.wroc.pl
bogdan.trawinski@pwr.wroc.pl |
| INTERNATIONAL PROGRAM COMMITTEE |
Jesús Alcalá-Fdez, University of Granada, Spain
Oscar Castillo, Tijuana Institute of Technology, Mexico
Suphamit Chittayasothorn, King Mongkut's Institute of Technology Ladkrabang, Thailand
Emilio Corchado, University of Burgos, Spain
Oscar Cordón, European Centre for Soft Computing, Spain
José Alfredo F. Costa, Federal University (UFRN), Brazil
Bogdan Gabryś, Bournemouth University, UK
Patrick Gallinari, Pierre et Marie Curie University, France
Lawrence O. Hall, University of South Florida, USA
Francisco Herrera, University of Granada, Spain
Tzung-Pei Hong, National University of Kaohsiung, Taiwan
Hisao Ishibuchi, Osaka Prefecture University, Japan
Yaochu Jin, Honda Research Institute Europe, Germany
Nikola Kasabov, Auckland University of Technology, New Zeland
Przemysław Kazienko, Wrocław University of Technology, Poland
Rudolf Kruse, Otto-von-Guericke University of Magdeburg, Germany
Mark Last, Ben-Gurion University of the Negev, Israel
Kun Chang Lee, Sungkyunkwan University, Korea
Kyoung Jun Lee, Kyung Hee University, Korea
Urszula Markowska-Kaczmar, Wrocław University of Technology, Poland
Kazumi Nakamatsu, University of Hyogo, Japan
Yew-Soon Ong, Nanyang Technological University, Singapore
Dymitr Ruta, British Telecom, UK
Robert Sabourin, University of Quebec, Canada
Ke Tang, University of Science and Technology of China, China
Bogdan Trawiński, Wrocław University of Technology, Poland
Pandian Vasant, University Technology Petronas, Malaysia
Shouyang Wang, Academy of Mathematics and Systems Science, China
Michał Wozniak, Wrocław University of Technology, Poland
Lean Yu, Academy of Mathematics and Systems Science, China
Zhongwei Zhang, University of Southern Queensland, Australia
Zhi-Hua Zhou, Nanjing University, China |
| IMPORTANT DATES |
Submission of papers: 16 October 2009
Notification of acceptance: 30 November 2009
Camera-ready papers: 20 December 2009
Authors / Early registration: 20 December 2009
Conference date: 24–26 March 2010 |
| CALL FOR PAPERS |
| All contributions should be original and not published elsewhere or intended to be published during the review period. Authors are invited to submit their papers electronically in pdf format, using main ACIIDS 2010 submission system. Submitted papers should be prepared in Springer LNAI style and should not exceed 10 pages. To ensure high quality, all papers will be thoroughly reviewed by the MMAML 2010 International Program Committee. All accepted papers must be presented by one of the authors who must register for the conference and pay the fee. The conference proceedings will be published by Springer in the prestigious series LNCS/LNAI (indexed by ISI, EI, DBLP, Inspec, Scope, etc.). A selected number of accepted and personally presented papers will be expanded and revised for possible inclusion in special issues in high quality scientific journals.
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