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» Dimensionality reduction and generalization
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86
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PR
2007
100views more  PR 2007»
15 years 7 days ago
Linear manifold clustering in high dimensional spaces by stochastic search
Classical clustering algorithms are based on the concept that a cluster center is a single point. Clusters which are not compact around a single point are not candidates for class...
Robert M. Haralick, Rave Harpaz
123
Voted
EUC
2008
Springer
15 years 2 months ago
A Generalized Framework for System-Wide Energy Savings in Hard Real-Time Embedded Systems
A generalized dynamic energy performance scaling (DEPS) framework is proposed for exploring applicationspecific energy-saving potential in hard real-time embedded systems. This so...
Gang Zeng, Hiroyuki Tomiyama, Hiroaki Takada, Tohr...
ACL
2008
15 years 2 months ago
Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields
This paper presents a semi-supervised training method for linear-chain conditional random fields that makes use of labeled features rather than labeled instances. This is accompli...
Gideon S. Mann, Andrew McCallum
88
Voted
NIPS
2007
15 years 2 months ago
A general agnostic active learning algorithm
We present a simple, agnostic active learning algorithm that works for any hypothesis class of bounded VC dimension, and any data distribution. Our algorithm extends a scheme of C...
Sanjoy Dasgupta, Daniel Hsu, Claire Monteleoni
81
Voted
AAAI
2004
15 years 2 months ago
Implementing a Generalized Version of Resolution
We have recently proposed augmenting clauses in a Boolean database with groups of permutations, the augmented clauses then standing for the set of all clauses constructed by actin...
Heidi E. Dixon, Matthew L. Ginsberg, David K. Hofe...