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ALT
2003
Springer
14 years 9 days ago
Efficiently Learning the Metric with Side-Information
Abstract. A crucial problem in machine learning is to choose an appropriate representation of data, in a way that emphasizes the relations we are interested in. In many cases this ...
Tijl De Bie, Michinari Momma, Nello Cristianini
LWA
2008
13 years 10 months ago
Towards CoPing with Information Overload
The problem of information overload has been addressed by several systems. However, many approaches are limited to informal artifacts and need to refer to the user for reference o...
Christine Müller
NIPS
2007
13 years 10 months ago
Robust Regression with Twinned Gaussian Processes
We propose a Gaussian process (GP) framework for robust inference in which a GP prior on the mixing weights of a two-component noise model augments the standard process over laten...
Andrew Naish-Guzman, Sean B. Holden
NIPS
2007
13 years 10 months ago
Fixing Max-Product: Convergent Message Passing Algorithms for MAP LP-Relaxations
We present a novel message passing algorithm for approximating the MAP problem in graphical models. The algorithm is similar in structure to max-product but unlike max-product it ...
Amir Globerson, Tommi Jaakkola
ISCAPDCS
2004
13 years 10 months ago
Fractal Computation in Step with Real-Time Dance
This paper describes a collaboration among computer scientists, dancers, and musicians on a production entitled "Fibonacci and Phi." Thematically, the production explore...
Jennifer J. Burg, Tim Miller