Connectionists: CFP: SUEMA workshop
Giorgio Valentini
valenti at dsi.unimi.it
Fri Feb 2 13:15:30 EST 2007
************************** Call for Papers ************************
Workshop on Supervised and Unsupervised Ensemble Methods and
Their Applications (SUEMA), in conjunction with IbPRIA'2007
Gerona, Spain, 4-5 June, 2007.
http://ibpria2007.udg.cat http://suema07.dsi.unimi.it
****************************************************************
Ensembles of supervised learning machines and, in particular,
ensembles of classifiers have been established as one of the main
research topics in machine learning. Recently, methods for combining
unsupervised clusterings have been proposed to improve the reliability
and to assess the validity of discovered clusters. The main goal of
this workshop is to provide a forum open to researchers from pattern
recognition and related disciplines to present and discuss problems
related to unsupervised and supervised ensemble methods with a
particular focus on their applications to real-world problems, but
considering also the theoretical reasons of the practical success of
several widely used ensemble methods.
Possible topics of the workshop include (but are not limited to):
- New ensemble methods raised from new real world supervised and
unsupervised learning problems.
- Application of ensemble methods in
various branches of science and technology with a particular focus
on:
- bioinformatics,
- computer security,
- medical informatics,
- ecology,
- economics,
- meteorology and weather forecast,
- satellite image analysis.
- Fusion of multiple-source/multi-sensor data.
- Unsupervised ensemble methods for discovering structures in
unlabeled real data.
- Unsupervised ensemble approaches to assess the
reliability/validity of clusters discovered in real data.
- Combination techniques and methods to generate multiple base
learners from different features and data.
- Classifier selection strategies for ensemble.
- Heterogeneous ensembles of base learners.
- Variants of resampling-based methods (bagging, boosting).
- Ensemble methods for supervised multi-class classification and
regression.
*** Workshop Chairs **************************************************
Oleg Okun
Machine Vision Group Infotech Oulu and Department of
Electrical and Information Engineering P.O.Box 4500,
90014 University of Oulu, Oulu - FINLAND
Email address: oleg at ee.oulu.fi
Phone: +358 8553 2898 Fax: +358 8 553 2612
Giorgio Valentini
Dipartimento di Scienze dell'Informazione
Universita` degli Studi di Milano
Via Comelico 39, 20135 Milano - ITALY
Email address: valentini at dsi.unimi.it
Phone: +39 (02) 503 16225 Fax: +39 (02) 503 16373
******* Workshop Program Committee *********************************
Carlotta Domeniconi (George Mason University, USA)
Robert Duin (Delft University of Technology, the Netherlands)
Mark Embrechts (Rensselaer Polytechnic Institute, USA)
Ana Fred (Technical University of Lisbon, Portugal)
Joao Gama (University of Porto, Portugal)
Giorgio Giacinto (University of Cagliari, Italy)
Larry Hall (University of South Florida, USA)
Ludmila Kuncheva (University of Wales, UK)
Francesco Masulli (University of Genova, Italy)
Petia Radeva (Autonomous University of Barcelona, Spain)
Juan Jose` Rodriguez (University of Burgos, Spain)
Fabio Roli (University of Cagliari, Italy)
Paolo Rosso (University of Valencia, Spain)
Carlo Sansone (University of Naples, Italy)
Jose` Salvador Sanchez (University Jaume I, Spain)
Jordi Vitria`(Autonomous University of Barcelona, Spain)
Terry Windeatt (University of Surrey, UK)
******** Submission Procedure ****************************************
Prospective authors should submit the full paper written in English to
one of the workshop chairs by email (preferably as a PDF file).
Authors are encouraged to use LATEX for the preparation of their
articles together with the corresponding class file llncs.cls. This
file as well as other relevant files can be downloaded from the IbPRIA
2007 web site (http://ibpria2007.udg.cat).
Each submitted paper not exceeding 15 A4 pages will be reviewed by at
least two members of the program committee.
Submission implies that at least one of the authors has to register
and to present the paper at workshop.
CD proceedings with accepted papers will be distributed to the
registered workshop participants.
The organizers of the workshop are working for a post-proceedings
publication of the accepted papers with an international journal or
an international computer science book series.
**************** Registration ****************************************
Workshop registration fee is 200 per participant. A reduction of 30 is
applied to participants also registered to IbPRIA'2007.
*****************Important Dates *************************************
Submission of papers : March 16, 2007
Notification of acceptance : April 13, 2007
Camera ready : April 20, 2007
Early Registration : April 10, 2007
Workshop : June 4 or 5, 2007
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