Connectionists: CFP: ICML 2015 Workshop on Large-scale Kernel Learning

Fei Sha feisha at usc.edu
Sun Mar 29 17:11:18 EDT 2015


Apologies for cross-postings.

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CALL FOR PAPERS                          *
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The ICML 2015 workshop "Large-scale Kernel  Learning: challenges and new
opportunities"  invites paper submissions that will be presented as
spotlights or posters. Topics of interest include (but are not limited to):

- Foundational algorithmic techniques for large-scale kernel learning:
matrix factorization, randomization and approximation, variational
inference and sampling, inducing variables, random Fourier features,
unifying frameworks
- Interface between kernel methods and deep learning architectures
- Tradeoffs between statistical and computational efficiency in kernel
methods
- Kernel methods and Gaussian processes for Big Data
- Kernel methods and Gaussian processes on GPUs and other hardware and
software systems
- Stochastic gradient techniques with kernel methods
- Large-scale multiple kernel learning
- Large-scale representation learning with kernels
- Large-scale kernel methods for complex data types beyond perceptual data

Both theoretical contributions and empirical studies will be considered.
Submissions should be written as extended abstracts, no longer than 5 pages
(excluding references) in the camera-ready format using the ICML style.
Relevant work previously presented in other conferences will be allowed,
though authors should note this in their submission. All submissions must
be in PDF format and should be sent by email to
lskl.workshop.icml2015 at gmail.com. Authors should note that the workshop
presentation (slides, posters, etc) will not be considered as a part of
formal proceedings.

Please check the workshop website (
https://sites.google.com/site/largescalekernelwsicml15/ )  for updated
info.  We have confirmed a list of stellar speakers: Francis Bach (ENS),
Zaid Harchaoui (INRIA), Marius Kloft (Humbold U of Berlin), Neil Lawrence
(Sheffeld), Ruslan Salakhutdinov (Toronto) and more are to be confirmed.

Deadline for Submissions: Friday, May 1st, 2015, 23:00 UTC.
Notifications of Acceptance : May 10th, 2015.

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Best
Fei Sha
on behalf of other organizers
Dino Sejdinovic (Oxford), Le Song (Gatech), Andrew Wilson (CMU) and Zhiyun
Lu (USC)
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