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<![endif]-->RIEMANNIAN GEOMETRY @ NIPS2014 -- Call for Workshop
Participation<br>
<br>
RIEMANNIAN GEOMETRY IN MACHINE LEARNING, STATISTICS, AND COMPUTER
VISION<br>
Saturday December 13, 2014<br>
Palais des Congrès, Montreal, Canada<br>
<br>
This workshop will be held in conjunction with Neural Information
Processing Systems NIPS 2014<br>
<br>
<a class="moz-txt-link-freetext"
href="http://www.riemanniangeometry2014.eu/">http://www.riemanniangeometry2014.eu/</a><br>
<br>
*** Look at the workshop program !!!<br>
<a class="moz-txt-link-freetext"
href="http://riemanniangeometry2014.eu/index.php/schedule">http://riemanniangeometry2014.eu/index.php/schedule</a><br>
<br>
<br>
OVERVIEW<br>
Traditional machine learning and data analysis methods often assume
that the input data can be represented by vectors in Euclidean
space. <br>
While this assumption has worked well for many applications,
researchers have increasingly realized that if the data is
intrinsically non-Euclidean, <br>
ignoring this geometrical structure can lead to suboptimal results.<br>
<br>
In the existing literature, there are two common approaches for
exploiting data geometry when the data is assumed to lie on a
Riemannian manifold.<br>
In the first direction, often referred to as manifold learning, the
data is assumed to lie on an unknown Riemannian manifold and the
structure of this manifold is exploited through the training data,
either labeled or unlabeled. Examples of manifold learning
techniques include Manifold Regularization via the graph Laplacian,
<br>
Locally Linear Embedding, and Isometric Mapping.<br>
<br>
In the second direction, which is gaining increasing importance and
success, the Riemannian manifold representing the input data is
assumed to be known explicitly. Some manifolds that have been widely
used for data representation are: the manifold of symmetric,
positive definite matrices, the Grassmannian manifold of subspaces
of a vector space, and the Kendall manifold of shapes. When the
manifold is known, the full power of the mathematical theory of
Riemannian geometry can be exploited in both the formulation of
algorithms as well as their theoretical analysis.<br>
Successful applications of these approaches are numerous and range
from brain imaging and low rank matrix completion to computer vision
tasks such as object detection and tracking.<br>
<br>
This workshop focuses on the latter direction. We aim to bring
together researchers in statistics, machine learning, computer
vision, and other areas, to discuss and exchange current state of
the art results, both theoretically and computationally, and
identify potential future research directions.<br>
<br>
<br>
INVITER SPEAKERS<br>
* Thomas Fletcher, University of Utah<br>
* Mark Girolami/Michael Betancourt, University of Warwick<br>
* Richard Hartley, Australian National University/NICTA<br>
* Anuj Srivastava, Florida State University<br>
* Bart Vandereycken, Princeton University<br>
<br>
<br>
FORMAT<br>
The workshop will consist of invited talks only, followed by a panel
discussion together with the speakers. <br>
Specifically, we plan to have three invited oral presentations in
the morning and two in the afternoon, each lasting 45 minutes plus
questions, <br>
about one hour in total. At the end of the talks in the afternoon, a
panel and open discussion forum will be held, lasting about one
hour. <br>
All invited speakers will participate in the panel discussion, which
will be mediated by the workshop organizers.<br>
Two half-hour periods, one in the morning and one in the afternoon,
will be allocated for breaks and informal discussions.<br>
<br>
<br>
ORGANIZING COMMITTEE<br>
Minh Ha Quang - Pattern Analysis & Computer Vision (PAVIS),
Istituto Italiano di Tecnologia, Genova, Italy<br>
Vikas Sindhwani - IBM T.J. Watson Research Center, New York<br>
Vittorio Murino - Pattern Analysis & Computer Vision (PAVIS),
Istituto Italiano di Tecnologia, Genova, and University of Verona,
Italy<br>
<br>
++++++++++++++++++++++++++++++++++++++++++++++++++++++<br>
<pre class="moz-signature" cols="72">--
Vittorio Murino
*******************************************
Prof. Vittorio Murino, Ph.D.
PAVIS - Pattern Analysis & Computer Vision
IIT Istituto Italiano di Tecnologia
Via Morego 30
16163 Genova, Italy
Phone: +39 010 71781 504
Mobile: +39 329 6508554
Fax: +39 010 71781 236
E-mail: <a class="moz-txt-link-abbreviated" href="mailto:vittorio.murino@iit.it">vittorio.murino@iit.it</a>
Secretary: Sara Curreli
email: <a class="moz-txt-link-abbreviated" href="mailto:sara.curreli@iit.it">sara.curreli@iit.it</a>
Phone: +39 010 71781 917
<a class="moz-txt-link-freetext" href="http://www.iit.it/pavis">http://www.iit.it/pavis</a>
********************************************</pre>
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