Random search (RS) is a family of numerical optimization methods that do not require the gradient of the optimization problem, and RS can hence be used...
9 KB (1,003 words) - 09:35, 19 January 2025
Hyperparameter optimization (redirect from Grid search)
grid search is that random search can explore many more values than grid search could for continuous hyperparameters. It can outperform Grid search, especially...
24 KB (2,528 words) - 20:12, 10 July 2025
Treap (redirect from Randomized binary search tree)
computer science, the treap and the randomized binary search tree are two closely related forms of binary search tree data structures that maintain a...
23 KB (3,214 words) - 14:44, 12 July 2025
optimization) than random search or even has closed-form solutions (e.g., the extrema of a quadratic polynomial) that can be determined without search at all. For...
25 KB (3,264 words) - 07:29, 24 June 2025
Stochastic optimization (redirect from Stochastic search)
measurements, some methods introduce randomness into the search-process to accelerate progress. Such randomness can also make the method less sensitive...
12 KB (1,071 words) - 06:25, 15 December 2024
PatchMatch (section Random search)
we search for every point in image B {\displaystyle B} , the work will be too hard to complete. So the following algorithm is done in a randomized approach...
5 KB (764 words) - 08:54, 12 May 2025
optimization methods are also known as direct-search, derivative-free, or black-box methods. The name random optimization is attributed to Matyas who made...
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effectiveness of searching below that of random searches, since terrorists can test the system and use those who are searched least often for their operations...
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Brownian motion), the search path of a foraging animal, or the price of a fluctuating stock and the financial status of a gambler. Random walks have applications...
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evolution and RL performed comparably, while both slightly outperformed random search. Bayesian Optimization (BO), which has proven to be an efficient method...
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binary search trees use update operations that maintain this random structure even when the update sequence is non-random. Other distributions on random binary...
39 KB (5,297 words) - 20:03, 20 July 2025
rapidly exploring random tree (RRT) is an algorithm designed to efficiently search nonconvex, high-dimensional spaces by randomly building a space-filling...
23 KB (2,673 words) - 11:15, 25 May 2025
A randomized algorithm is an algorithm that employs a degree of randomness as part of its logic or procedure. The algorithm typically uses uniformly random...
33 KB (4,248 words) - 07:12, 21 July 2025
Metaheuristic (section Local search vs. global search)
general optimization problems. 1963: Rastrigin proposes random search. 1965: Matyas proposes random optimization. 1965: Nelder and Mead propose a simplex...
48 KB (4,646 words) - 00:34, 24 June 2025
The greedy randomized adaptive search procedure (also known as GRASP) is a metaheuristic algorithm commonly applied to combinatorial optimization problems...
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Random search searches locally by sampling a hypersphere surrounding the current position. Pattern search takes steps along the axes of the search-space...
8 KB (1,088 words) - 11:48, 4 August 2025
sampling range. Random search is a related family of optimization methods that sample from a hypersphere surrounding the current position. Random optimization...
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Hyperparameter (machine learning) (redirect from Grid search method)
Bibcode:2018arXiv180407612M. "Mania, Horia, Aurelia Guy, and Benjamin Recht. "Simple random search provides a competitive approach to reinforcement learning." arXiv preprint...
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Random forests or random decision forests is an ensemble learning method for classification, regression and other tasks that works by creating a multitude...
46 KB (6,531 words) - 18:07, 27 June 2025
Organic search engine traffic originates from a variety of kinds of searches, including image search, video search, academic search, news search, industry-specific...
62 KB (6,093 words) - 18:25, 30 July 2025
Random recursive tree, increasingly labelled trees, which can be generated using a simple stochastic growth rule. Treap or randomized binary search tree...
2 KB (263 words) - 21:33, 18 February 2024
done a "random .. door-to-door" search, there is a certain expectation that members of a jury will have.[example needed] Flaws in randomness have real-world...
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ISBN 0-934613-18-4. Aragon, Cecilia R.; Seidel, Raimund (1989), "Randomized Search Trees" (PDF), 30th Annual Symposium on Foundations of Computer Science...
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efficiency is valid for a large class of random search processes provided that certain conditions are at hand. 1 The search should be statistically independent...
20 KB (3,037 words) - 19:24, 6 October 2023
Stochastic process (redirect from Random function)
fields, a stochastic (/stəˈkæstɪk/) or random process is a mathematical object usually defined as a family of random variables in a probability space, where...
168 KB (18,657 words) - 11:11, 30 June 2025
Random access (also called direct access) is the ability to access an arbitrary element of a sequence in equal time or any datum from a population of addressable...
4 KB (540 words) - 11:42, 30 January 2025
In computer science, binary search, also known as half-interval search, logarithmic search, or binary chop, is a search algorithm that finds the position...
77 KB (10,006 words) - 02:23, 29 July 2025
search algorithm have been invented to solve this problem. They escape these plateaus by doing random moves, and are called randomized local search algorithms...
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application of the Fermat primality test performs the same as a simple random search for factors. While Carmichael numbers are substantially rarer than prime...
8 KB (1,125 words) - 02:50, 6 July 2025
Automatic bug fixing (section Search space)
structure of this search space. Qi et al. showed that the original fitness function of Genprog is not better than random search to drive the search. Long et al...
36 KB (4,117 words) - 20:00, 3 August 2025