Hi there,
I am familiar with reinforcement learning and understand the concepts of value- and policy iteration and actor critic models and I think I also get the basics of case-based reasoning. But I recently came across case-based reinforcement learning which is applied in
Article Case-based myopic reinforcement learning for satisfying targ...
Article Sheng, Z.: Case-based Reinforcement Learning for Dynamic Inv...
and have problems understanding them in detail. How are they related to other reinforcement learning approaches (Q-learning, R-learning)?
Or are they an own category within reinforcement learning?
Thanks for your help!
Stefan
You may have a look at http://www.iiia.csic.es/~mantaras/iccbr09.pdf
Conference Paper Using case-based reasoning as a reinforcement learning frame...
Hey!
You may have a look at https://towardsdatascience.com/introduction-to-various-reinforcement-learning-algorithms-i-q-learning-sarsa-dqn-ddpg-72a5e0cb6287
https://www.quora.com/What-is-the-difference-between-Q-learning-and-R-learning
Please look at the class
Machine learning
by professor
Yasser
from
Caltech university
on
YouTube
Hi Muhammad Ali ,
thank you very much for the paper
Conference Paper Improving Reinforcement Learning by Using Case Based Heuristics
this explains a lot. So Case Based Reasoning is used tho accelarate convergence. I wonder whether you have a higher chance of ending up in a local opimum though...
Br,
Stefan
Hi Ziad Sobih ,
is there also a video on Case-Based-Reinforcement Learning, I couldn't find one by Prof. Yasser?
Thanks and best regards,
Stefan
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