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A guided tour of chernoff bounds
We give elementary derivations of the various inequalities collectively known as Chernoff bounds. Chernoff bounds are strong upper bounds on the probability of obtaining very few or very many heads in series of independent coin tossings.
A guided tour of Chernoff bounds. Information Processing Letters. [Cited by 274] (15.90/year) HANCOCK, T. and L. HELLERSTEIN, 1991. Learning read-once formulas over fields and extended bases. … the fourth annual workshop on Computational learning theory. [Cited by 22] (1.36/year) HANCOCK, T. and Y. MANSOUR, 1991.
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A Second Course in Probability is for undergraduate and graduate students in statistics, mathematics, engineering, finance, and actuarial science, and is a guided tour designed to give familiarity with advanced topics in probability without having to wade through the exhaustive coverage of the classic advanced probability theory books.
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I am trying to find a version of the Chernoff bounds which would allow the random variables to take negative values while still providing a multiplicative guarantee.
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I am looking for a good reference covering Chernoff bounds for a beginner. By this I mean, a beginner on the subject of Chernoff bounds; I have taken an undergraduate

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2012-11-10 · Chernoff bounds are used in computational learning theory to prove that a learning Rüb, C. (1990). “A guided tour of Chernoff bounds”. Information Processing
References for Chernoff bounds for Bernoulli (and their multiplicative forms): A guided tour of chernoff bounds, by T. Hagerup and C. R”{u}b
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… multiplexing by the aid of the well-known Chernoff bounding method. A guided tour of Chernoff bounds, Information Chernoff-Hoeffding bounds for
Exponential bounds—which improve upon the Chernoff-Hoeffding International Scholarly Research Notices “A guided tour of chernoff bounds


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Tour Start here for a quick overview of the site How do I obtain a similar palette of ‘classical’ applications of matrix Chernoff bounds?
Trong lý thuyết xác suất, chặn Chernoff, Hagerup, T. (1990). “A guided tour of Chernoff bounds”. Information Processing Letters 33 (6): 305.
References for Chernoff bounds for Bernoulli Check out the Wikipedia page. A guided tour of chernoff bounds, by T. Hagerup and C. R”{u}b,


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Chernoff bounds can be effectively used to evaluate the “robustness level” of an application “A guided tour of Chernoff bounds”. Information Processing
We present efficient algorithms for computing approximate Wardrop equilibria in a distributed and concurrent fashion. Our algorithms are exexuted by a finite number of agents each of which controls…
H. Chernoff, A measure of asymptotic efficiency of tests of a hypothesis based on the sum of observations, A guided tour of Chernoff bounds, Inform. Process.
We present a randomized strategy for maintaining balance in dynamically changing search trees that has A guided tour of Chernoff bounds,Inform. Process
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Tour Sanov’s Theorem and Chernoff The bound holds for all $n$ but for smaller $n$ you can get better bounds (e.g. Chernoff)
Tour Start here for a quick overview of the site All Chernoff bounds are based on applying Markov’s Chernoff bound when we only have a lower bound of

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Chapter. 1 . Sub-Gaussian Random Variables . SUB-GAUSSIAN RANDOM VARIABLES AND CHERNOFF BOUNDS . The next lemma shows that the tail bounds of Lemma .
Uses negative dependence and Chernoff bounds. S. S. Cut±(S)={edgest:s. 2. S,t S} Let me begin the talk by motivating what sparsification is Find a tour sequence
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R. A. Horn and Ch. R. Johnson, Matrix Analysis, 2nd ed., Cambridge University Press, 2013 (English). A guided tour of Chernoff bounds, Inform. Process.

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Tour Start here for a quick overview of the site How to bound a probability with Chernoff’s inequality? What a dreadful formula for the Chernoff bounds!
Applications of Chernoff bound. Chernoff bounds have very useful applications in set balancing and A guided tour of Chernoff bounds, Information Processing
Package ‘tourr ’ August 2, 2017 frozen_guided_tour This function requires the TeachingDemos package to draw the Chernoff faces. See

Chernoff bound when we only have upper bound of expectation


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Tour Start here for a quick overview of the site Chernoff bound for weighted sums. there’s an online survey of Chernoff-like bounds by Chung and Lu. share
Information Processing Letters 33 (1989/ 90) 305-308 North-Holland A GUIDED TOUR OF CHERNOFF BOUNDS Torbert HAGERUP and Christine ROB Fachbereich Informatik, Universit des Saarlandes, D-6600 Saarbrken, FRG Communicated by R. Wilhelm Received 14 April 1989 Revised 4 September 1989 We give elementary derivations of …
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2 Chernoff and Hoeffding bounds In order to get sample bounds for the pattern recognition problem, the main tool that we use is the Chernoff bounds. This family of inequalitiesupper boundthe probabilitythat the fraction of time we observe an event in a random sample differs significantly from the true probability of the event.
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We’ll talk about the Chernoff bounds in the second part of this – Christian S. Perone. References. This post is a tour around the PyTorch codebase,
One of Wikipedia examples of use of Chernoff bounds is the one where an algorithm $A Tour Chernoff bounds and Monte Carlo algorithms.
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Information Processing Letters 43 (1992) 53-55 North-Holland On the greedy algorithm for satisfiability Elias Koutsoupias and Christos H. Papadimitriou
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This is an application of a small ball estimate and Chernoff’s method, Torben Hagerup and Christine Rüb, A guided tour of Chernoff bounds, Inform. Process.
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A guided tour of chernoff bounds. Inf. Table 2 reports some results of the automatic feature ex- Process. Lett., 33(6):305–308, 1990. traction and
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Hagerup, Torben; Rüb, Christine. A guided tour of Chernoff bounds. Inform. Process. Lett. 33 (1990), no. 6, 305–308. MR1045520; Kallenberg, Olav. Random measures.
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We’ll talk about the Chernoff bounds in the second part of this tutorial ! bounds, chebyshev, chernoff, machine learning, PyTorch – Internal Architecture Tour;
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Hagerup, T. and R¨ub, C. (1990). A guided tour of Chernoff bounds Randomized distributed edge coloring via an extension of the Chernoff–Hoeffding bounds, SIAM


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… the Chernoff bound, named after Herman Chernoff but due to Chernoff bounds are used in computational Rüb, C. (1990). “A guided tour of Chernoff bounds”.

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