1062 search results - page 128 / 213 » Sublinear Optimization for Machine Learning |
100
Voted
ICML
2009
IEEE
16 years 3 months ago
2009
IEEE
We discuss the problem of clustering elements according to the sources that have generated them. For elements that are characterized by independent binary attributes, a closedform...
101
Voted
ICML
2007
IEEE
16 years 3 months ago
2007
IEEE
In this paper we consider the problem of classification in the presence of pairwise constraints, which consist of pairs of examples as well as a binary variable indicating whether...
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
We present an efficient method for maximizing energy functions with first and second order potentials, suitable for MAP labeling estimation problems that arise in undirected graph...
137
Voted
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
Policy evaluation is a critical step in the approximate solution of large Markov decision processes (MDPs), typically requiring O(|S|3 ) to directly solve the Bellman system of |S...
128
Voted
ICML
2005
IEEE
16 years 3 months ago
2005
IEEE
We discuss the problem of fitting an implicit shape model to a set of points sampled from a co-dimension one manifold of arbitrary topology. The method solves a non-convex optimis...