Timeline for When was the exploration and exploitation tradeoff first mentioned in literature?
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Jun 9, 2022 at 19:49 | comment | added | Johan Löfberg | It's essentially what is called dual control (simultaneously disturbing a system to understand its dynamics and at the same time controlling the system using the model that is built, and doing this jointly in an optimal fashion). Goes back to the early 60s and Feldbaum. | |
Jun 9, 2022 at 17:26 | answer | added | 2D1C | timeline score: 1 | |
Jun 8, 2022 at 8:47 | comment | added | fontanf | In optimization, one often uses the words "intensification" and "diversification" | |
Jun 8, 2022 at 1:41 | comment | added | Rob | An earlier paper is Axelrod, R. (1987). The evolution of strategies in the iterated Prisoner's Dilemma. In Genetic algorithms and simulated annealing - books.google.ca/… | |
Jun 8, 2022 at 1:07 | comment | added | Mark L. Stone | You might also want to consider adaptive experimental design for bandit problems going back to the 70s, although you might not necessarily consider that they qualify. | |
Jun 8, 2022 at 1:07 | comment | added | Mark L. Stone | Well, perhaps "Efficient Global Optimization of Expensive Black-Box Functions" researchgate.net/profile/Donald-Jones-5/publication/… published in 1998 might have been the 1st publication in which the "modern" version of Bayesian Optimization was considered, which formulated trade off between exploration and exploitation, although not quite called as such. That is after your 1991 paper.. | |
Jun 8, 2022 at 0:46 | comment | added | Mark L. Stone | Exploration vs. Exploitation is a big thing in Bayesian optimization. Bayesian optimization publications go back to the early 70s. I don't know when exploration vs. exploitation started being considered in that literature, and when it was called as such. | |
Jun 8, 2022 at 0:37 | history | edited | RobPratt |
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S Jun 8, 2022 at 0:36 | review | First questions | |||
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S Jun 8, 2022 at 0:36 | history | asked | jkschin | CC BY-SA 4.0 |