First Call for Papers
Workshop on New Learning Frameworks and Models for BigData
During IEEE international conference on BigData
6 October 2013, Silicon Valley, USA
DESCRIPTION
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Huge amounts of data are now easily and legally available on the Web.
This data is generally heterogeneous and merely structured. Machine
learning models which have been developed to automatically retrieve,
classify or cluster observations on large yet homogeneous data
collections have to be rethought. Indeed, many challenging problems,
inevitably associated to Big Data, have manifested the needs for
tradeoffs between the two conflicting goals of speed and accuracy. This
has led to some recent initiatives in both theory and practice and has
highly motivated the interest of the Machine Learning community. Further
theoretical challenges include how to tackle problems with large number
of target classes, appropriate optimization techniques to handle big
data problems. Structured/sequential prediction models for big data
problems such as prediction in hierarchy of classes has also gained
importance in recent years.
The goal of this workshop is to bring together research studies aiming
at developing new machine learning tools to handle new challenges
associated to Big Data mining. We are especially interested on the
following topics:
o Distributed on-line learning
o Multi-task learning for big data
o Transfer Learning for big data
o Optimization techniques for large-scale learning
o Handling large number of target classes in big data
o Structured prediction models in big data
o Speed/Accuracy tradeoffs in big data
o Statistical inference for big data
o Noise in Big data
SUBMISSION
---------------------
Please submit your electronic submissions at
https://wi-lab.com/cyberchair/2013/bigdata13/scripts/submit.php?subarea=SA&undisplay_detail=1&wh=/cyberchair/2013/bigdata13/scripts/ws_submit.php
<https://wi-lab.com/cyberchair/2013/bigdata13/scripts/submit.php?subarea=SA&undisplay_detail=1&wh=/cyberchair/2013/bigdata13/scripts/ws_submit.php>
no later than July the 30th, 2013. All papers accepted for workshops
will be included in the Workshop Proceedings published by the IEEE
Computer Society Press, made available at the Conference. All
submissions must be in PDF format and particular care should be taken to
ensure that your paper prints well. Some accepted papers will be
selected for edition into a book.
----------------------------------------------------
See the workshop Web page at:
http://ama.liglab.fr/ieeeBigDataWorkshop/
<http://ama.liglab.fr/ieeeBigDataWorkshop/>
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