The Fast Johnson-Lindenstrauss Transform is Even Faster
latter expression can be bounded by Chernoff bounds for the lower tail of independent random variables. Page 74. 64. Benjamin Doerr. 1.10.2.2 ...
Lecture 7 1 Dimensionality Reduction - UBC Computer Science1.10.1.2 Multiplicative Chernoff Bounds for the Lower Tail. In principle, of course, there is no difference between bounds for the upper and lower tails. If ... Curvature, concentration and error estimates for Markov chain ...We already proved the Chernoff lower bound. We here prove an asymptotically matching upper bound. 21.1 The cumulant generating function. Recall that the ... Concentration Colin McDiarmidThe 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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