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CORR
2012
Springer
235views Education» more  CORR 2012»
14 years 1 months ago
An Incremental Sampling-based Algorithm for Stochastic Optimal Control
Abstract— In this paper, we consider a class of continuoustime, continuous-space stochastic optimal control problems. Building upon recent advances in Markov chain approximation ...
Vu Anh Huynh, Sertac Karaman, Emilio Frazzoli
ICCAD
2000
IEEE
99views Hardware» more  ICCAD 2000»
15 years 10 months ago
On Mismatches between Incremental Optimizers and Instance Perturbations in Physical Design Tools
The incremental, “construct by correction” design methodology has become widespread in constraint-dominated DSM design. We study the problem of ECO for physical design domains...
Andrew B. Kahng, Stefanus Mantik
LION
2010
Springer
209views Optimization» more  LION 2010»
15 years 10 months ago
Feature Extraction from Optimization Data via DataModeler's Ensemble Symbolic Regression
We demonstrate a means of knowledge discovery through feature extraction that exploits the search history of an optimization run. We regress a symbolic model ensemble from optimiza...
Kalyan Veeramachaneni, Katya Vladislavleva, Una-Ma...
TNN
1998
132views more  TNN 1998»
15 years 5 months ago
Synthesis of fault-tolerant feedforward neural networks using minimax optimization
—In this paper we examine a technique by which fault tolerance can be embedded into a feedforward network leading to a network tolerant to the loss of a node and its associated w...
Dipti Deodhare, M. Vidyasagar, S. Sathiya Keerthi
KDD
2005
ACM
106views Data Mining» more  KDD 2005»
16 years 6 months ago
Simultaneous optimization of complex mining tasks with a knowledgeable cache
With an increasing use of data mining tools and techniques, we envision that a Knowledge Discovery and Data Mining System (KDDMS) will have to support and optimize for the followi...
Ruoming Jin, Kaushik Sinha, Gagan Agrawal