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NIPS
1998
15 years 7 months ago
Inference in Multilayer Networks via Large Deviation Bounds
We study probabilistic inference in large, layered Bayesian networks represented as directed acyclic graphs. We show that the intractability of exact inference in such networks do...
Michael J. Kearns, Lawrence K. Saul
FOGA
1996
15 years 7 months ago
A Study of Fixed-Length Subset Recombination
While bit-based, order-based and real-valued genetic algorithms have been wellstudied in the literature, the xed-length subset representation has received relativelylittle attenti...
Kelly D. Crawford, Cory J. Hoelting, Roger L. Wain...
ICASSP
2010
IEEE
15 years 6 months ago
Empirical quantization for sparse sampling systems
We propose a quantization design technique (estimator) suitable for new compressed sensing sampling systems whose ultimate goal is classification or detection. The design is base...
Michael A. Lexa
CORR
2006
Springer
105views Education» more  CORR 2006»
15 years 6 months ago
Generalization error bounds in semi-supervised classification under the cluster assumption
We consider semi-supervised classification when part of the available data is unlabeled. These unlabeled data can be useful for the classification problem when we make an assumpti...
Philippe Rigollet
SCL
2008
69views more  SCL 2008»
15 years 6 months ago
On the peaking phenomenon in the control of vehicular platoons
We investigate the peaking phenomenon in the control of large-scale vehicular platoons. These systems are of considerable practical importance as they represent an example of syst...
Mihailo R. Jovanovic, Jeffrey M. Fowler, Bassam Ba...