In this example, we'll use tile coding to estimate a function (a sine function sin(in1 - 3.0) * cos(in2) + normal(0, 0.1)) after building our own training set. Usage There are 2 main files: Tilecoder.py This receives a state representation (in1 and in2) and represents it as...
Function approximation via tile coding: Automating parameter choice. In Proceedings of the Symposium on Abstraction, Reformulation and Approximation, pages 194-205, Airth Castle, Scotland, UK, 2005.Sherstov, A. A., and Stone, P. 2005. Function approximation via tile coding: Au- tomating ...
第41卷 第 6期 计算机科学 VoI.41No.6 2014年 6月 Computer Science June2014 基于 TileCoding编码和模型学习的Actor-Critic算法 金玉净 朱文文 伏玉琛 刘全 (苏州大学计算机科学与技术学院 苏州215006) 摘要 Actor-Critic是一类具有较好性能及收敛保证的强化学习方法,然而,Agent在学习和改进策略的过程中并没 有对...
reinforcement-learningtile-codingrlglue UpdatedDec 2, 2023 Python This repo constains the implementation of REINFORCE and REINFORCE-Baseline algorithm on Mountain car problem. reinforcement-learningmonte-carlopolicy-gradientreinforcetile-codingmountaincar-v0 ...
Function Approximation via Tile Coding: Automating Parameter Choice Reinforcement learning (RL) is a powerful abstraction of sequential decision making that has an established theoretical foundation and has proven effective in a variety of small, simulated domains. Th AA Sherstov,P Stone - Springer Be...
ifythatadaptivetilecodingcanautomaticallydiscovereffec- tiverepresentationsandthatitsspeedoflearningiscompeti- tivewiththebestfixedrepresentations. Introduction Inreinforcementlearning(RL)problems,anagentmust learnapolicyforsolvingasequentialdecisiontask.The ...
Stone, "Function approximation via tile coding: automating parameter choice," in Proceedings of the 5th Symposium on Abstraction, Reformulation and Approximation, pp. 194-205, New York, NY, USA, 2005.E. A. Sherstov and P. Stone. Function approximation via tile coding: Automating parameter ...
The expression of genes coding for glycolytic and fermentative enzymes showed a very low correlation with anoxic coleoptile length. Although differences were found in carbohydrate content between the varieties tested, this parameter also does not appear to be critical in terms of coleoptile elongation....
Differences in anoxic coleoptile length were used to evaluate whether a correlation exists between coleoptile length and biochemical and molecular parameters. The expression of genes coding for glycolytic and fermentative enzymes showed a very low correlation with anoxic coleoptile length. Although ...
RLGlue - my own minimal implementation of RLGlue PyExpUtils - a library containing the experiment running framework PyFixedReps - a few fixed representation algorithms implemented in python (e.g. tile-coding, rbfs, etc.) Organization Patterns Experiments All experiments are described as completely ...