posted by user: mosb || 3840 views || tracked by 11 users: [display]

NIPS ProbNum 2012 : NIPS 2012 Workshop on Probabilistic Numerics


When Dec 8, 2012 - Dec 8, 2012
Where Lake Tahoe, Nevada, US
Submission Deadline Nov 2, 2012
Notification Due Nov 23, 2012
Final Version Due Dec 1, 2012
Categories    machine learning   artificial intelligence   pattern recognition

Call For Papers

NIPS 2012 Workshop on Probabilistic Numerics
December 8, 2012 at Lake Tahoe, Nevada, US

Traditionally, machine learning uses numerical algorithms as tools.
But many tasks in numerics can also be interpreted as learning problems.
Some examples:

* How can optimizers model the objective function, and how should
they use the model to act?

* How should a quadrature method use observations of the integrand to
estimate the integral, and at which points should it collect them?

* Can approximate inference techniques be applied to numerical problems?

Many such issues can be seen as special cases of decision theory,
active learning, or reinforcement learning, but numerical tasks
present exceptional demands on computational cost and robustness, so
standard methods from these fields require modification to be useful.

We invite contribution of recent results in the development and
interpretation of numerical analysis methods based on probability theory.
This includes, but is not limited to the areas of optimization, sampling,
linear algebra, quadrature and the solution of differential equations.

Submission instructions are available at

Invited Speakers (confirmed):
Persi Diaconis, Stanford University
Matthias Seeger, Ecole Polytechnique Fédérale de Lausanne
Mark Girolami, University College London

Philipp Hennig, Max Planck Society, Tübingen
Michael Osborne, University of Oxford
John Cunningham, Washington University in St. Louis

Important Dates:
* Submission of extended abstracts: November 2, 2012
* Notification of acceptance: November 23, 2012
* Final versions of accepted papers due: December 1, 2012
* Workshop date: December 8, 2012

Related Resources

OMCS 2020   3rd IEEE Conference on Optimization and Modeling of Complex Systems
IJCAI 2021   30th International Joint Conference on Artificial Intelligence
PSAM 2020   15th Probabilistic Safety Assessment and Management Conference
MLDM 2021   17th International Conference on Machine Learning and Data Mining
ICDM 2021   21th Industrial Conference on Data Mining
Signal 2021   8th International Conference on Signal and Image Processing
ICPRAM 2021   10th International Conference on Pattern Recognition Applications and Methods
CCVPR 2020   2020 3rd International Joint Conference on Computer Vision and Pattern Recognition (CCVPR 2020)
StoryCase 2012   ICCBR-12 Workshop on Stories, Episodes, and Cases (StoryCase)
MathSJ 2020   Applied Mathematics and Sciences: An International Journal