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» Reductions Between Expansion Problems
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SIGSOFT
2007
ACM
14 years 9 months ago
The impact of input domain reduction on search-based test data generation
There has recently been a great deal of interest in search? based test data generation, with many local and global search algorithms being proposed. However, to date, there has be...
Mark Harman, Youssef Hassoun, Kiran Lakhotia, Phil...
ICML
2006
IEEE
14 years 9 months ago
Fast time series classification using numerosity reduction
Many algorithms have been proposed for the problem of time series classification. However, it is clear that one-nearest-neighbor with Dynamic Time Warping (DTW) distance is except...
Xiaopeng Xi, Eamonn J. Keogh, Christian R. Shelton...
CDC
2008
IEEE
118views Control Systems» more  CDC 2008»
14 years 3 months ago
A density projection approach to dimension reduction for continuous-state POMDPs
Abstract— Research on numerical solution methods for partially observable Markov decision processes (POMDPs) has primarily focused on discrete-state models, and these algorithms ...
Enlu Zhou, Michael C. Fu, Steven I. Marcus
ASPDAC
2009
ACM
112views Hardware» more  ASPDAC 2009»
14 years 22 days ago
Compiler-managed register file protection for energy-efficient soft error reduction
Abstract-- For embedded systems where neither energy nor reliability can be easily sacrificed, we present an energy efficient soft error protection scheme for register files (RF). ...
Jongeun Lee, Aviral Shrivastava
NIPS
2008
13 years 10 months ago
Diffeomorphic Dimensionality Reduction
This paper introduces a new approach to constructing meaningful lower dimensional representations of sets of data points. We argue that constraining the mapping between the high a...
Christian Walder, Bernhard Schölkopf