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COLT
2000
Springer
15 years 8 months ago
Bias-Variance Error Bounds for Temporal Difference Updates
We give the first rigorous upper bounds on the error of temporal difference (td) algorithms for policy evaluation as a function of the amount of experience. These upper bounds pr...
Michael J. Kearns, Satinder P. Singh
138
Voted
CISS
2008
IEEE
15 years 10 months ago
Grassmannian beamforming for MIMO amplify-and-forward relaying
Abstract— In this paper, we consider the beamforming codebook design problem for the half-duplex MIMO amplify-andforward relay channel with Rayleigh fading. The analysis is divid...
Behrouz Khoshnevis, Wei Yu, Raviraj Adve
ICASSP
2011
IEEE
14 years 7 months ago
Weighted compressed sensing and rank minimization
—We present an alternative analysis of weighted 1 minimization for sparse signals with a nonuniform sparsity model, and extend our results to nuclear norm minimization for matric...
Samet Oymak, M. Amin Khajehnejad, Babak Hassibi
DCC
2006
IEEE
16 years 3 months ago
Compression and Machine Learning: A New Perspective on Feature Space Vectors
The use of compression algorithms in machine learning tasks such as clustering and classification has appeared in a variety of fields, sometimes with the promise of reducing probl...
D. Sculley, Carla E. Brodley
EUROPAR
1995
Springer
15 years 7 months ago
Bounds on Memory Bandwidth in Streamed Computations
The growing disparity between processor and memory speeds has caused memory bandwidth to become the performance bottleneck for many applications. In particular, this performance ga...
Sally A. McKee, William A. Wulf, Trevor C. Landon