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NMPR&CC 2012 : Workshop on Nonstationary Models of Pattern Recognition and Classifier Combinations | |||||||||||||||
Link: http://hais.usal.es/?q=node/22 | |||||||||||||||
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Call For Papers | |||||||||||||||
The progress of computer science has caused that many institutions collected huge amount of data, which analysis is impossible by human beings. Nowadays simple methods of data analysis are not sufficient for efficient management of an average enterprise, since for smart decisions the knowledge hidden in data is highly required. The great disadvantage of aforementioned methods is that they “assume” that statistical properties of the discovered concept (which model is predicted) are being unchanged. In real situation we could observe so-called concept drift, therefore designing data mining methods, especially classification ones for data streams is currently focus of intense research. On the other hand, we usually can use number of classifiers for each of pattern recognition task which are differ each other therefore developing combined classifiers have been mentioned as ones of the most promising trends in the pattern recognition which can exploit unique elementary classifier strengths and could adapt to the changes of classification model.
Papers describing original work in the following and related research topics are welcome: Adaptive and incremental learning Detecting concept change Theoretical foundations of multiple classifier systems Methods of classifier fusion Method of decision making based on the information from different sources Methods of improving qualities of weak classifiers (boosting, bagging, etc.) Method of measuring and ensuring diversity in classifier ensembles Applications (especially from medical area but not only limited to) Program Committee Bruno Baruque, Universidad de Burgos, Spain Robert Burduk, Wroclaw University of Technology, Poland Emilio Corchado, University of Burgos, Spain Jose Alfredo Costa, Universidade Federal do Rio Grande do Norte, Brasil Giorgio Fumera, University of Cagliari, Italy Bogdan Gabrys, Bournemouth University, UK Manuel Graña - University of the Basque Country, Spain Francisco Herrera - University of Granada, Spain Álvaro Herrero, Universidad de Burgos, Spain Ioannis Katakis, University of Cyprus, Cyprus Przemysław Kazienko, Wroclaw University of Technology, Poland Robi Polikar, Rowan University, USA Václav Snášel - VSB-Technical University of Ostrava, Czech Republic Konstantinos Sirlantzis – University of Kent, UK Jerzy Stefanowski - Poznan University of Technology, Poland Bogdan Trawiński, Wroclaw University of Technology, Poland Michał Woźniak, Wroclaw University of Technology, Poland Boguslaw Cyganek - University of Science and Technology, Poland Important Dates Paper submission deadline 30th October, 2011 Acceptance notification 9th December, 2011 Final version submission 9th January, 2012 Conference dates 28th - 30th March, 2012 Chair(s) Michal Wozniak Department of Systems and Computer Nets Faculty of Electronics, Wroclaw University of Technology Wybrzeze Wyspianskiego 27 50-370 Wroclaw, Poland e-mail: michal.wozniak@pwr.wroc.pl tel. +48 71 3203539, fax +48 71 3202902 Emilio S. Corchado Departamento de Informática y Automática Universidad de Salamanca Plaza de la Merced, s/n Facultad de Ciencias CP. 37008 Salamanca, España e-mail: escorchado@usal.es tel: +34 616 44 9888 |
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