Hi everyone, I am working on improving the accuracy and efficiency of some traditional machine learning models. As game theory illustrates the cooperation and conflict of different decision makers, it is maybe useful in some machine learning strategy. Could you recommend me some good cooperation in both field? Thank you.
I would suggest:
http://cs229.stanford.edu/proj2012/AgrawalJaiswal-WhenMachineLearningMeetsAIandGameTheory.pdf
and
http://www.cs.ubc.ca/~jasonhar/GameNet-NIPS-2016.pdf
as a starting point
You will find considerably more information on under AI and game theory since it is only recently that ML has entered the stage where they use agents as opposed to AI
Let me know
See https://en.m.wikipedia.org/wiki/Adversarial_machine_learning
Machine learning theoretical research does not look as simple as what the media nowadays advocating. Rigorous ML research needs knowledge relating information theory, statistics, optimization, etc. It seems that decision theory, causality, and game theory can also provide many learning principles, concepts and analysis framework for AI but not only for machine learning.
I just list several existing joint topics:
(1) Multi-agent reinforcement learning: refer https://github.com/LantaoYu/MARL-Papers
(2) Adversary training in Generative Adversarial Networks (GANs), refer Article Generative Adversarial Networks
(3) Game theory for crowdsourcing, (http://blogs.cornell.edu/info2040/2014/09/17/game-theory-behind-crowdsourcing-competitions/) looking for better reference...
(4) Behavioral game theory for long-term causal inference, refer https://papers.nips.cc/paper/6059-long-term-causal-effects-via-behavioral-game-theory
Hope to be beneficial.
Article Securing Deep Neural Nets against Adversarial Attacks with M...
We consider strategic randomization at test time-- select a constituent classifier from an ensemble to classify an input based on a mixed action strategy. The strategy is an equilibrium of a formulated game and reduces the loss on adversarial inputs while ensuring good accuracy on unperturbed test examples.
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