<div dir="ltr"><div dir="ltr"><div style="font-family:arial,sans-serif;font-size:12.8px"><span class="">MULTIRESOLUTION</span> <span class="">METHODS</span> <span class="">FOR</span> <span class="">LARGE</span> <span class="">SCALE</span> <span class="">LEARNING</span><br>NIPS 2015 <span class="">Workshop</span>,  December 12, 2015 <br><a href="http://people.cs.uchicago.edu/%7Erisi/NIPS15workshop/index.html" rel="noreferrer" style="color:rgb(17,85,204)" target="_blank">http://people.cs.uchicago.edu/~risi/NIPS15workshop/index.html</a><br></div><span style="font-family:arial,sans-serif;font-size:12.8px">Submission deadline: </span><span style="font-family:arial,sans-serif;font-size:12.8px">November 3, 2015<br><br></span><span style="font-family:arial,sans-serif;font-size:12.8px">CALL <span class="">FOR</span> PAPERS</span><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">There is a spate of exciting new work at the intersection of <span class="">multiresolution</span>/multiscale numerical <span class="">methods</span> and machine <span class="">learning</span>, including:</span><br style="font-family:arial,sans-serif;font-size:12.8px"><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">- New approaches to defining <span class="">multiresolution</span> (wavelets) on graphs.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">- New applications of hierarchical matrices in Gaussian Process inference.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">- The introduction of Scattering Networks.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">- Various multiscale graph models.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">- New multiscale matrix decompositions and <span class="">multiresolution</span> matrix factorizations.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">The goal of this <span class="">workshop</span> is to bring together leading researchers from Harmonic Analysis, Signal Processing, Numerical Analysis, and Machine <span class="">Learning</span>, to explore the synergies between all the above lines of work.</span><br style="font-family:arial,sans-serif;font-size:12.8px"><br style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-family:arial,sans-serif;font-size:12.8px">The <span class="">workshop</span>
 will comprise a combination of invited and contributed talks, and 
poster presentations. Researchers wishing to present their work are 
invited to submit an extended abstract by email to </span><a href="mailto:multiresolution.nips15@gmail.com" style="color:rgb(17,85,204);font-family:arial,sans-serif;font-size:12.8px" target="_blank"><span class="">multiresolution</span>.nips15@gmail.com</a><span style="font-family:arial,sans-serif;font-size:12.8px"> by </span><span style="font-family:arial,sans-serif;font-size:12.8px">November 3, 2015</span><span style="font-family:arial,sans-serif;font-size:12.8px">(max.
 2 pages in NIPS format, not including references, anonymity not 
required). The organizers will select a subset of the abstracts <span class="">for</span> oral or poster presentation, and notify the authors by </span><span style="font-family:arial,sans-serif;font-size:12.8px">November 6</span><span style="font-family:arial,sans-serif;font-size:12.8px">.</span><div style="font-family:arial,sans-serif;font-size:12.8px"><br></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">ORGANIZERS </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Inderjit Dhillon, University of Texas at Austin</span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Risi Kondor, University of Chicago</span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Robert Nowak, University of Wisconsin-Madison</span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Michael O'Neil, NYU </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Nedelina Teneva, </span><span style="font-size:12.8px">University of Chicago</span><br></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px"><br></span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">INVITED SPEAKERS</span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Francis Bach, INRIA </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Jure Leskovec, Stanford </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Michael Mahoney, Berkeley </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Sayan Mukherjee, Duke </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Michael O'Neil, NYU </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Ilya Safro, Clemson University </span></div><div style="font-family:arial,sans-serif;font-size:12.8px"><span style="font-size:12.8px">Pierre Vandergheynst, EPFL<br><br></span></div></div><div><br></div>
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