Essays about: "Sarsa"

Found 5 essays containing the word Sarsa.

  1. 1. Dopamine Waves Lead to a Swift and Adaptive Reinforcement Learning Algorithm

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Gergö Gömöri; [2021]
    Keywords : Reinforcement Learning; Dopamine; Basal Ganglia; Successor Representation; förstärkningsinlärning; dopamin; basala ganglierna; successionsrepresentation;

    Abstract : Accumulating evidence suggests that dopaminergic neurons show significant task-related diversity. Curiously, dopamine concentration and dopamine axon activity show spatio-temporal wave patterns in the dorsal striatum. READ MORE

  2. 2. Machine Learning for Traffic Control of Unmanned Mining Machines : Using the Q-learning and SARSA algorithms

    University essay from KTH/Hälsoinformatik och logistik

    Author : Robin Gustafsson; Lucas Fröjdendahl; [2019]
    Keywords : Machine Learning; reinforcement learning; Q-learning; SARSA; autonomous machines; mining; Maskininlärning; reinforcement learning; Q-learning; SARSA; självstyrande maskiner; gruvdrift;

    Abstract : Manual configuration of rules for unmanned mining machine traffic control can be time-consuming and therefore expensive. This paper presents a Machine Learning approach for automatic configuration of rules for traffic control in mines with autonomous mining machines by using Q-learning and SARSA. READ MORE

  3. 3. Optimized Trade Execution with Reinforcement Learning

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Olle Dahlén; Axel Rantil; [2018]
    Keywords : Reinforcement Learning; Deep Learning; Trade Execution; Proximal Policy Optimization;

    Abstract : In this thesis, we study the problem of buying or selling a given volume of a financial asset within a given time horizon to the best possible price, a problem formally known as optimized trade execution. Our approach is an empirical one. We use historical data to simulate the process of placing artificial orders in a market. READ MORE

  4. 4. Reinforcement Learning and the Game of Nim

    University essay from KTH/Skolan för teknikvetenskap (SCI)

    Author : William Lord; Paul Graham; [2015]
    Keywords : ;

    Abstract : This paper treats the concept of Reinforcement Learning (RL) applied to finding the winning strategy of the mathematical game Nim. Two algorithms, Q-learning and SARSA, were compared using several different sets of parameters in three different training regimes. Ananalysis on scalability was also undertaken. READ MORE

  5. 5. Reinforcement Learning in Keepaway Framework for RoboCup Simulation League

    University essay from Akademin för innovation, design och teknik

    Author : Wei Li; [2011]
    Keywords : Reinforcement learning; Sarsa; Keepaway framework; Tile coding;

    Abstract : This thesis aims to apply the reinforcement learning into soccer robot and show the great power of reinforcement learning for the RoboCup. In the first part, the background of reinforcement learning is briefly introduced before showing the previous work on it. Therefore the difficulty in implementing reinforcement learning is proposed. READ MORE