Lecture 7 1 Dimensionality Reduction - UBC Computer Science

1.10.1.2 Multiplicative Chernoff Bounds for the Lower Tail. In principle, of course, there is no difference between bounds for the upper and lower tails. If ...







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We already proved the Chernoff lower bound. We here prove an asymptotically matching upper bound. 21.1 The cumulant generating function. Recall that the ...
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The traditional Chernoff bounds concern the sum of independent, nonnegative, and uni- formly bounded random variables. In this work, we will try to extend such ...
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This book explores some of the (many) connections relating information theory, statistics, computa- tion, and learning.



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