MMAML 2012 (call for papers in pdf)

Special Session on Multiple Model Approach to Machine Learning

at the 4rd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2012)

Kaohsiung, Taiwan, March 19-21 , 2012


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 2012 Special Session at the 4th Asian Conference on Intelligent Information and Database Systems (ACIIDS 2012) 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 in this area. The scope of the MMAML 2012 includes, but not limited to, the following topics:
  • 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
  • Subsampling and feature selection in multiple model machine learning
  • Diversity, accuracy and stability issues
  • Homogeneous and heterogeneous ensembles
  • Hybrid methods in prediction and classification
  • Ensemble methods for dealing with concept drift
  • Incremental, evolving, and online ensemble learning
  • Mining data streams using ensemble methods
  • Multi-objective ensemble learning
  • Ensemble methods in agent and multi-agent systems
  • Implementations of ensemble learning algorithms
  • Assessment and statistical analysis of ensemble models
  • Applications of ensemble methods in business, engineering, medicine, etc. 

Session chairs

Contact

Oscar Cordón,
European Centre for Soft Computing, Spain
oscar.cordon@softcomputing.es
Przemysław Kazienko,
Wroclaw University of Technology, Poland
kazienko@pwr.wroc.pl
Bogdan Trawiński,
Wroclaw University of Technology, Poland
bogdan.trawinski@pwr.wroc.pl

International Program Committee

Ajith Abraham, Machine Intelligence Research Labs, USA
Ethem Alpaydin, Bogaziçi University, Turkey
Abdelhamid Bouchachia, University of Klagenfurt, Austria
Rung-Ching Chen, Chaoyang University of Technology, Taiwan
Suphamit Chittayasothorn, King Mongkut's Institute of Technology Ladkrabang, Thailand
Oscar Cordón, European Centre for Soft Computing, Spain
José Alfredo F. Costa, Federal University (UFRN), Brazil
Ireneusz Czarnowski, Gdynia Maritime University, Poland
Patrick Gallinari, Pierre et Marie Curie University, France
Fernando Gomide, State University of Campinas, Brazil
Lawrence O. Hall, University of South Florida, USA
Francisco Herrera, University of Granada, Spain
Tzung-Pei Hong, National University of Kaohsiung, Taiwan
Yaochu Jin, University of Surrey, UK
Nikola Kasabov, Auckland University of Technology, New Zeland
Przemysław Kazienko, Wrocław University of Technology, Poland
Yong Seog Kim, Utah State University, USA
Mark Last, Ben-Gurion University of the Negev, Israel
Chunshien Li, National Central University, Taiwan
Kun Chang Lee, Sungkyunkwan University, Korea
Edwin Lughofer, Johannes Kepler University Linz, Austria
Bogdan Trawiński, Wrocław University of Technology, Poland
Olgierd Unold, Wrocław University of Technology, Poland
Michał Woźniak, Wrocław University of Technology, Poland
Faisal Zaman, Kyushu Institute of Technology, Japan
Zhongwei Zhang, University of Southern Queensland, Australia
Zhi-Hua Zhou, Nanjing University, China
Dan Zhu, Iowa State University, USA
Indre Zliobaite, Bournemouth University, UK


Important dates

Submission of papers: 15 September 2011 Extendex till 15 October 2011
Notification of acceptance: 20 November 2011
Camera-ready papers: 10 December 2011
Authors / Early registration: 10 December 2011
Conference date: 19–21 March 2012

Submission details

  • 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 through EasyChair https://www.easychair.org/conferences/?conf=mmaml2012
  • 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 2012 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 of high quality scientific journals.

Organizing committee

Contact

Tomasz Kajdanowicz (chair),
Wroclaw University of Technology, Poland
kajdanowicz@gmail.com
Tomasz Łuczak
Wroclaw University of Technology, Poland
tk.luczak@gmail.com
Magdalena Smetek,
Wroclaw University of Technology, Poland
mag.graczyk@gmail.com