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Combinatorial search information


In computer science and artificial intelligence, combinatorial search studies search algorithms for solving instances of problems that are believed to be hard in general, by efficiently exploring the usually large solution space of these instances. Combinatorial search algorithms achieve this efficiency by reducing the effective size of the search space or employing heuristics. Some algorithms are guaranteed to find the optimal solution, while others may only return the best solution found in the part of the state space that was explored.

Classic combinatorial search problems include solving the eight queens puzzle or evaluating moves in games with a large game tree, such as reversi or chess.

A study of computational complexity theory helps to motivate combinatorial search. Combinatorial search algorithms are typically concerned with problems that are NP-hard. Such problems are not believed to be efficiently solvable in general. However, the various approximations of complexity theory suggest that some instances (e.g. "small" instances) of these problems could be efficiently solved. This is indeed the case, and such instances often have important practical ramifications.

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Combinatorial search

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In computer science and artificial intelligence, combinatorial search studies search algorithms for solving instances of problems that are believed to...

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Combinatorial optimization

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Combinatorial optimization is a subfield of mathematical optimization that consists of finding an optimal object from a finite set of objects, where the...

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Search algorithm

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financial, or military strategy planning. This kind of problem — combinatorial search — has been extensively studied in the context of artificial intelligence...

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Symposium on Combinatorial Search

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The Symposium on Combinatorial Search (SoCS) in an international conference aimed at bringing together researchers and all others interested in all fields...

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State space search

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a combinatorial search instance may consist of the goal state itself, or of a path from some initial state to the goal state. In state space search, a...

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Six degrees of separation

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Archived 2014-12-10 at the Wayback Machine", Fourth Annual Symposium on Combinatorial Search, 2011 Memorable quotes from Six Degrees of Separation. Accessed Nov...

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Combinatorial game theory

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Combinatorial game theory is a branch of mathematics and theoretical computer science that typically studies sequential games with perfect information...

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Admissible heuristic

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"Common Misconceptions Concerning Heuristic Search". Proceedings of the Third Annual Symposium on Combinatorial Search (SoCS). Archived from the original on...

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List of algorithm general topics

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algorithm Approximation algorithm Best and worst cases Big O notation Combinatorial search Competitive analysis Computability theory Computational complexity...

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Constraint satisfaction problem

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exhibit high complexity, requiring a combination of heuristics and combinatorial search methods to be solved in a reasonable time. Constraint programming...

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Binary search algorithm

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In computer science, binary search, also known as half-interval search, logarithmic search, or binary chop, is a search algorithm that finds the position...

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Metaheuristic

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problems to combinatorial optimization or combinations thereof. In combinatorial optimization, an optimal solution is sought over a discrete search-space....

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Toy problem

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in combinatorial search": 2129–2133. {{cite journal}}: Cite journal requires |journal= (help) Pearl, Judea (1984). Heuristics: intelligent search strategies...

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Socs

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involved in inhibiting the JAK-STAT signaling pathway Symposium on Combinatorial Search, international computer science conference System on a chip, an integrated...

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Greedy algorithm

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steps. In mathematical optimization, greedy algorithms optimally solve combinatorial problems having the properties of matroids and give constant-factor...

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Lookahead

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dictionary. Lookahead or Look Ahead may refer to: A parameter of some combinatorial search algorithms, describing how deeply the graph representing the problem...

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Branch and bound

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optimal solution. It is an algorithm design paradigm for discrete and combinatorial optimization problems, as well as mathematical optimization. A branch-and-bound...

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Prettyprint

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"GRINDEF" (i.e. 'grind function') program (c. 1967), which used combinatorial search with pruning to format LISP programs. Early versions operated on...

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Tabu search

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touched because they are sacred. Tabu search is a metaheuristic algorithm that can be used for solving combinatorial optimization problems (problems where...

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Random search

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Random search (RS) is a family of numerical optimization methods that do not require the gradient of the problem to be optimized, and RS can hence be used...

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Leonard Adleman

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to have potential as a means to solve several other large-scale combinatorial search problems. Adleman is widely referred to as the Father of DNA Computing...

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Line search

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In optimization, line search is a basic iterative approach to find a local minimum x ∗ {\displaystyle \mathbf {x} ^{*}} of an objective function f : R...

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