Explore-Exploit Algorithm: Difference between revisions
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An [[Explore-Exploit Algorithm]] is an [[optimization algorithm]] that includes an [[exploration algorithm]] and an [[exploitation algorithm]]. | An [[Explore-Exploit Algorithm]] is an [[optimization algorithm]] that includes an [[exploration algorithm]] and an [[exploitation algorithm]]. | ||
* <B>See:</B> [[Reinforcement Learning Algorithm]]. | * <B>Context:</B> | ||
** It can be implemented by an [[Explore-Exploit System]] (that can solve an [[explore-exploit task]]). | |||
** … | |||
* <B>Counter-Example(s):</B> | |||
** a [[Supervised Learning Algorithm]]. | |||
* <B>See:</B> [[Reinforcement Learning Algorithm]], [[Multi-Armed Bandit Algorithm]]. | |||
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== References == | |||
=== 2009 === | |||
* ([[2009_ExploreExploitSchemesforWebCont|Agarwal et al., 2009]]) ⇒ [[Deepak Agarwal]], [[Bee-Chung Chen]], and [[Pradheep Elango]]. ([[2009]]). “Explore/Exploit Schemes for Web Content Optimization.” In: [[Proceedings of the 2009 Ninth IEEE International Conference on Data Mining]]. ISBN:978-0-7695-3895-2 [http://dx.doi.org/10.1109/ICDM.2009.52 doi:10.1109/ICDM.2009.52] | |||
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__NOTOC__ | |||
[[Category:Concept]] | |||
Latest revision as of 04:41, 17 June 2021
An Explore-Exploit Algorithm is an optimization algorithm that includes an exploration algorithm and an exploitation algorithm.
- Context:
- It can be implemented by an Explore-Exploit System (that can solve an explore-exploit task).
- …
- Counter-Example(s):
- See: Reinforcement Learning Algorithm, Multi-Armed Bandit Algorithm.
References
2009
- (Agarwal et al., 2009) ⇒ Deepak Agarwal, Bee-Chung Chen, and Pradheep Elango. (2009). “Explore/Exploit Schemes for Web Content Optimization.” In: Proceedings of the 2009 Ninth IEEE International Conference on Data Mining. ISBN:978-0-7695-3895-2 doi:10.1109/ICDM.2009.52