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HaCDAIS 2011 : The 2nd International Workshop on Handling Concept Drift in Adaptive Information Systems organized at IEEE ICDM 2011 | |||||||||||||||
Link: http://wwwis.win.tue.nl/hacdais2011 | |||||||||||||||
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Call For Papers | |||||||||||||||
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Call for Papers: HaCDAIS 2011: The 2nd International Workshop on Handling Concept Drift in Adaptive Information Systems organized at IEEE ICDM 2011 December 10, 2011 - Vancouver, Canada. http://wwwis.win.tue.nl/hacdais2011/ =============================================================== AIM and SCOPE =============================================================== The objective of the workshop is to provide a forum for discussion of recent advances in handling concept drift in adaptive information systems, and to offer an opportunity for researchers and practitioners to identify and discuss recent advances and new promising research directions. In the real world data is often non stationary. In predictive analytics, machine learning and data mining the phenomenon of unexpected change in underlying data over time is known as concept drift. Thus the learning models need to be adaptive to the changes. The problem of concept drift is of increasing importance to machine learning and data mining as more and more data is organized in the form of data streams rather than static databases. Different approaches for detecting and handling concept drift have been proposed, and many of them have already proved their potential in a wide range of application domains, e.g. fraud detection, adaptive system control, user modeling, information retrieval, text mining, biomedicine. =============================================================== TOPICS of INTEREST =============================================================== In this workshop, we aim to attract researchers with an interest in handling concept drift and recurring contexts in adaptive information systems. Although we have emphasized the application aspects of handling concept drift the workshop is open to any original work in this area. A non-exhaustive list of topics includes: - Classification and clustering on data streams and evolving data - Change and novelty detection in online, semi-online and offline settings - Adaptive ensembles - Adaptive sampling and instance selection - Incremental learning and model adaptivity - Delayed labeling in data streams - Dynamic feature selection - Handling local and complex concept drift - Qualitative and quantitative evaluation of concept drift handling performance - Reoccurring contexts and context-aware approaches - Application-specific and domain driven approaches within the areas of information retrieval, recommender systems, pattern recognition, user modeling, decision support and adaptive (information) systems - Case studies and application examples dealing with drifting data We encourage prospective contributors to submit full (8 pages) or short (5 pages) papers. =============================================================== SUBMISSION PROCEDURE =============================================================== Paper submissions should strictly follow the IEEE 2-column format, which is the same as the camera-ready format (see the IEEE Computer Society Press Proceedings Author Guidelines). We recommend submissions of 8 pages for full papers and 5 pages for short papers. Submissions up to 10 pages are allowed. All papers should be submitted through the ICDM Workshop Submission Site. At the time of submission, the papers must not be under review or accepted for publication elsewhere. Submission implies the willingness of at least one of the authors to register and present the paper. All papers will be reviewed by the Program Committee based on technical quality, relevance, originality, significance, and clarity. All accepted workshop papers will be published in ICDM workshop proceedings published by the IEEE Computer Society Press. =============================================================== IMPORTANT DATES =============================================================== Submissions due: July 23, 2011 Author Notification: September 20, 2011 Final Papers due: October 11, 2011 Workshop: December 10, 2011 =============================================================== WORKSHOP CHAIRS =============================================================== Latifur Khan University of Texas, Dallas, USA Mykola Pechenizkiy Eindhoven University of Technology, The Netherlands Indre Zliobaite Bournemouth University, UK =============================================================== PROGRAMME COMMITTEE =============================================================== Charu Agrawal IBM T.J.Watson Research, USA Albert Bifet University of Waikato, New Zealand Sarah Jane Delany Digital Media Centre, Ireland Anton Dries Universitat Pompeu Fabra, Spain Wei Fan IBM T.J.Watson Research, USA Bogdan Gabrys Bournemouth University, UK Joao Gama University of Porto, Portugal Jing Gao University of Illinois, Urbana-Champaign, USA Geoff Holmes University of Waikato, New Zealand Ioannis Katakis Aristotle University of Thessaloniki, Greece Ludmila Kuncheva Bangor University, UK Matthijs van Leeuwen Universiteit Utrecht, the Netherlands Mohammad Masud University of Texas, Dallas, USA Ernestina Menasalvas Universidad Politecnica de Madrid, Spain Leandro Minku The University of Birmingham, UK Bernhard Pfahringer University of Waikato, New Zealand Robi Polikar Rowan University, USA Myra Spiliopoulou Otto-von-Guericke-University Magdeburg, Germany Grigorios Tsoumakas Aristotle University, Thessaloniki, Greece Alexey Tsymbal Siemens AG, Germany =============================================================== CONTACTS =============================================================== For further questions, please contact organizers at hacdais2011@gmail.com |
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