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» The directional EDA for global optimization
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FLAIRS
2001
15 years 14 days ago
Introducing Local Optimization for Effective Initialization and Crossover of Genetic Decision Trees
We introduce a new genetic operator, Reduction, that rectifies decision trees not correct syntactically and at the same time removes the redundant sections within, while preservin...
Arindam Basak, Sudeshna Sarkar
103
Voted
JMLR
2010
143views more  JMLR 2010»
14 years 9 months ago
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning
We extend the well-known BFGS quasi-Newton method and its memory-limited variant LBFGS to the optimization of nonsmooth convex objectives. This is done in a rigorous fashion by ge...
Jin Yu, S. V. N. Vishwanathan, Simon Günter, ...
CEC
2011
IEEE
13 years 11 months ago
Curiosity-driven optimization
— The principle of artificial curiosity directs active exploration towards the most informative or most interesting data. We show its usefulness for global black box optimizatio...
Tom Schaul, Yi Sun, Daan Wierstra, Faustino J. Gom...
DATE
2006
IEEE
87views Hardware» more  DATE 2006»
15 years 5 months ago
Thermal resilient bounded-skew clock tree optimization methodology
The existence of non-uniform thermal gradients on the substrate in high performance IC’s can significantly impact the performance of global on-chip interconnects. This issue is...
Ashutosh Chakraborty, Prassanna Sithambaram, Karth...
DATE
2010
IEEE
193views Hardware» more  DATE 2010»
15 years 4 months ago
Coordinated resource optimization in behavioral synthesis
Abstract—Reducing resource usage is one of the most important optimization objectives in behavioral synthesis due to its direct impact on power, performance and cost. The datapat...
Jason Cong, Bin Liu, Junjuan Xu