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82
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ICML
2009
IEEE
16 years 3 months ago
A majorization-minimization algorithm for (multiple) hyperparameter learning
We present a general Bayesian framework for hyperparameter tuning in L2-regularized supervised learning models. Paradoxically, our algorithm works by first analytically integratin...
Chuan-Sheng Foo, Chuong B. Do, Andrew Y. Ng
220
Voted
POPL
2007
ACM
16 years 2 months ago
Lock allocation
We introduce lock allocation, an automatic technique that takes a multi-threaded program annotated with atomic sections (that must be executed atomically), and infers a lock assig...
Michael Emmi, Jeffrey S. Fischer, Ranjit Jhala, Ru...
101
Voted
PADL
2010
Springer
15 years 11 months ago
Automating Mathematical Program Transformations
Abstract. Mathematical programs (MPs) are a class of constrained optimization problems that include linear, mixed-integer, and disjunctive programs. Strategies for solving MPs rely...
Ashish Agarwal, Sooraj Bhat, Alexander Gray, Ignac...
131
Voted
CVPR
2010
IEEE
15 years 11 months ago
Surface Extraction from Binary Volumes with Higher-Order Smoothness
A number of 3D shape reconstruction algorithms, in particular 3D image segmentation methods, produce their results in the form of binary volumes, where a binary value indicates whe...
Victor Lempitsky
112
Voted
DCC
2009
IEEE
15 years 9 months ago
Joint Source-Channel Coding at the Application Layer
The multicasting of an independent and identically distributed Gaussian source over a binary erasure broadcast channel is considered. This model applies to a one-to-many transmiss...
Ozgun Y. Bursalioglu, Maria Fresia, Giuseppe Caire...