• In mathematics, the probabilistic method is a nonconstructive method, primarily used in combinatorics and pioneered by Paul Erdős, for proving the existence...
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  • action (it is not "deterministic"). It must choose an action by making a probabilistic guess and then reassess the situation to see if the action worked. In...
    285 KB (29,145 words) - 06:41, 7 August 2025
  • technique has become known as the probabilistic method. Erdős gave his first application of the probabilistic method in 1947, when he used a simple randomized...
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  • Probabilistic argument may refer to: Probabilistic argument, any argument involving probability theory Probabilistic method, a method of non-constructive...
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    The Probabilistic Method, 1st ed". Mathematical Reviews. MR 1140703. Review of 2nd ed. (2003), MR 1885388. Moon, J. W. "Review of The Probabilistic Method...
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  • proof is due to Noga Alon and Joel Spencer, from their book The Probabilistic Method. The proof shows that every graph with degrees d 1 , d 2 , … , d...
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    Probabilistic design is a discipline within engineering design. It deals primarily with the consideration and minimization of the effects of random variability...
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  • Introduced by Radford Neal in 1992, this network applies ideas from probabilistic graphical models to neural networks. A key difference is that nodes...
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    Hungary Minimum overlap problem Probabilistic method – Nonconstructive method for mathematical proofs Probabilistic number theory – Subfield of number...
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    The probabilistic roadmap planner is a motion planning algorithm in robotics, which solves the problem of determining a path between a starting configuration...
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    complexity theory, and additive combinatorics, and frequently employs the probabilistic method. Extremal graph theory, in its strictest sense, is a branch of graph...
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  • Probabilistic logic (also probability logic and probabilistic reasoning) involves the use of probability and logic to deal with uncertain situations....
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  • properties is greater than 0. This approach (often referred to as the probabilistic method) proved highly effective in applications to extremal combinatorics...
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  • Pemdas method (order of operation) Perturbation methods (functional analysis, quantum theory) Probabilistic method (combinatorics) Romberg's method (numerical...
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    DG; Howe, MJ; Archer, SG (July 2017). "A Combined Deterministic-Probabilistic Method of Estimating Undiscovered Hydrocarbon Resources". Journal of Petroleum...
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    Publications. p. 115. ISBN 9780486665214. Matoušek, J.; Vondrak, J. "The Probabilistic Method" (PDF). lecture notes. Archived (PDF) from the original on 2022-10-09...
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  • that simultaneously have high rate. The existence proof uses the probabilistic method, and thus is not constructive. The Gilbert–Varshamov bound is the...
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  • computer science, the method of conditional probabilities is a systematic method for converting non-constructive probabilistic existence proofs into efficient...
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  • first exponential lower bound was obtained by Paul Erdős using the probabilistic method.) However, there is a vast gap between the tightest lower bounds...
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    intuition or alternative "soft" methods. In principle, Monte Carlo methods can be used to solve any problem having a probabilistic interpretation. By the law...
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  • by far the most popular. Varshamov proved this bound by using the probabilistic method for linear codes. For more about that proof, see Gilbert–Varshamov...
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    conditional. A probabilistic proof is one in which an example is shown to exist, with certainty, by using methods of probability theory. Probabilistic proof,...
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  • of probability topics Probabilistic method Probable prime Tenenbaum, Gérald (1995). Introduction to Analytic and Probabilistic Number Theory. Cambridge...
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    independently of the other edges. These models can be used in the probabilistic method to prove the existence of graphs satisfying various properties, or...
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  • G} in the graph, giving us a G {\displaystyle G} free graph. The probabilistic method can be used to prove ex ⁡ ( n , G ) ≥ c n 2 − v ( G ) − 2 e ( G )...
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  • Randomized rounding (category Probabilistic arguments)
    original problem. The resulting algorithm is usually analyzed using the probabilistic method. The basic approach has three steps: Formulate the problem to be...
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  • addressed the need for a more useful form of analysis than the common probabilistic methods used. Amortization was initially used for very specific types of...
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  • intelligence Bayesian networks Artificial immune systems Learning theory Probabilistic Methods Artificial intelligence (AI) is used in the media, but also by some...
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    Probability (redirect from Probabilistic)
    determine pricing and make trading decisions. Governments apply probabilistic methods in environmental regulation, entitlement analysis, and financial...
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  • Thumbnail for Joel Spencer
    American mathematician. He is a combinatorialist who has worked on probabilistic methods in combinatorics and on Ramsey theory. He received his doctorate...
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