MMAML 2022

Special Session on Multiple Model Approach to Machine Learning

Special Session Organizers

Objectives and topics

• Theoretical framework for ensemble methods
• Ensemble methods for deep learning
• Ensemble learning algorithms: bagging, boosting, stacking, etc.
• Subsampling and feature selection in multiple model machine learning
• Diversity, accuracy, interpretability, and stability issues
• Homogeneous and heterogeneous ensembles
• Hybrid methods in prediction and classification
• Incremental, evolving, and online ensemble learning
• Big data mining and big data analytics
• Mining data streams using ensemble methods
• Ensemble methods for dealing with concept drift
• 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

Important dates

Program Committee

• Emili Balaguer-Ballester, Bournemouth University, UK
• Urszula Boryczka, University of Silesia, Poland
• Abdelhamid Bouchachia, Bournemouth University, UK
• Robert Burduk, Wrocław University of Science and Technology, Poland
• Oscar Castillo, Tijuana Institute of Technology, Mexico
• Rung-Ching Chen, Chaoyang University of Technology, Taiwan
• Suphamit Chittayasothorn, King Mongkut's Institute of Technology Ladkrabang, Thailand
• José Alfredo F. Costa, Federal University (UFRN), Brazil
• Ireneusz Czarnowski, Gdynia Maritime University, Poland
• Fernando Gomide, State University of Campinas, Brazil
• Francisco Herrera, University of Granada, Spain
• Tzung-Pei Hong, National University of Kaohsiung, Taiwan
• Konrad Jackowski, Wrocław University of Science and Technology, Poland
• Piotr Jędrzejowicz, Gdynia Maritime University, Poland
• Tomasz Kajdanowicz, Wrocław University of Science and Technology, Poland
• Yong Seog Kim, Utah State University, USA
• Bartosz Krawczyk, Virginia Commonwealth University, USA
• Kun Chang Lee, Sungkyunkwan University, Korea
• Edwin Lughofer, Johannes Kepler University Linz, Austria
• Hector Quintian, University of Salamanca , Spain
• Andrzej Sieminski, Wrocław University of Science and Technology, Poland
• Dragan Simic, University of Novi Sad, Serbia
• Adam Słowik, Koszalin University of Technology, Poland
• Zbigniew Telec, Wrocław University of Science and Technology, Poland
• Bogdan Trawiński, Wrocław University of Science and Technology, Poland
• Olgierd Unold, Wrocław University of Science and Technology, Poland
• Pandian Vasant, University Technology Petronas, Malaysia
• Michał Woźniak, Wrocław University of Science and Technology, Poland
• Zhongwei Zhang, University of Southern Queensland, Australia
• Zhi-Hua Zhou, Nanjing University, China

Submission