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IDEAL
2009
Springer
13 years 6 months ago
Optimizing Data Transformations for Classification Tasks
Many classification algorithms use the concept of distance or similarity between patterns. Previous work has shown that it is advantageous to optimize general Euclidean distances (...
José María Valls, Ricardo Aler
SIAMJO
2011
13 years 3 months ago
A Unifying Polyhedral Approximation Framework for Convex Optimization
Abstract. We propose a unifying framework for polyhedral approximation in convex optimization. It subsumes classical methods, such as cutting plane and simplicial decomposition, bu...
Dimitri P. Bertsekas, Huizhen Yu
SIAMNUM
2011
328views more  SIAMNUM 2011»
13 years 3 months ago
First-Order System Least Squares for Coupled Stokes-Darcy Flow
The coupled problem with Stokes flow in one subdomain and a Darcy flow model in a second subdomain is studied in this paper. Both flow problems are treated as first-order syste...
Steffen Münzenmaier, Gerhard Starke
DESIRE
2010
13 years 3 months ago
Poetic design: an exploration of the parallels between expert poetry composition and innovative design practice
Despite parallels between the structure of poetry composition tasks and design tasks, there appears to be no previous research exploring the consequences of these correspondences ...
Erin L. Beatty, Linden J. Ball
JMLR
2010
104views more  JMLR 2010»
13 years 3 months ago
Learnability, Stability and Uniform Convergence
The problem of characterizing learnability is the most basic question of statistical learning theory. A fundamental and long-standing answer, at least for the case of supervised c...
Shai Shalev-Shwartz, Ohad Shamir, Nathan Srebro, K...