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153
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JMLR
2012
13 years 3 months ago
Conditional Likelihood Maximisation: A Unifying Framework for Information Theoretic Feature Selection
We present a unifying framework for information theoretic feature selection, bringing almost two decades of research on heuristic filter criteria under a single theoretical inter...
Gavin Brown, Adam Pocock, Ming-Jie Zhao, Mikel Luj...
JMLR
2012
13 years 3 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
PLDI
2005
ACM
15 years 6 months ago
Automatic pool allocation: improving performance by controlling data structure layout in the heap
This paper describes Automatic Pool Allocation, a transformation framework that segregates distinct instances of heap-based data structures into seperate memory pools and allows h...
Chris Lattner, Vikram S. Adve
SCP
1998
112views more  SCP 1998»
15 years 10 days ago
Structured Gamma
The Gamma language is based on the chemical reaction metaphor which has a number of benefits with respect to parallelism and program derivation. But the original definition of G...
Pascal Fradet, Daniel Le Métayer
122
Voted
PLDI
1998
ACM
15 years 5 months ago
The Implementation of the Cilk-5 Multithreaded Language
The fth release of the multithreaded language Cilk uses a provably good \work-stealing" scheduling algorithm similar to the rst system, but the language has been completely r...
Matteo Frigo, Charles E. Leiserson, Keith H. Randa...