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» Lower Bounds for Kernelizations
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58
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CORR
2011
Springer
89views Education» more  CORR 2011»
14 years 4 months ago
Tensor Rank: Some Lower and Upper Bounds
Boris Alexeev, Michael Forbes, Jacob Tsimerman
131
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TIT
2008
224views more  TIT 2008»
15 years 23 days ago
Graph-Based Semi-Supervised Learning and Spectral Kernel Design
We consider a framework for semi-supervised learning using spectral decomposition-based unsupervised kernel design. We relate this approach to previously proposed semi-supervised l...
Rie Johnson, Tong Zhang
FAW
2009
Springer
144views Algorithms» more  FAW 2009»
15 years 5 months ago
Communication Complexity and Its Applications
Here we prove an asymptotically optimal lower bound on the information complexity of the k-party disjointness function with the unique intersection promise, an important special ca...
Andrew Chi-Chih Yao
86
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NIPS
2001
15 years 2 months ago
Sampling Techniques for Kernel Methods
We propose randomized techniques for speeding up Kernel Principal Component Analysis on three levels: sampling and quantization of the Gram matrix in training, randomized rounding...
Dimitris Achlioptas, Frank McSherry, Bernhard Sch&...