Pacman is in an unknown MDP where there are three states [A, B, C] and two actions [Stop, Go]. We are given the following samples generated from taking actions in the unknown MDP. We have Q-learning samples shown below in the order of running. Find the estimates for Q-values of each episode as obtained by Q-learning. Assume that all Q-values are initialized to 0, g= 1, and a = 0.5. Episode s s' a r 1 A Go B 4 2 Stop Stop B A 2 3 B A -4 4 C Stop Go 1 5 C A 2 A Go A -2

Database System Concepts
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ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
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Pacman is in an unknown MDP where there are three states [A, B, C] and two actions [Stop, Go].
We are given the following samples generated from taking actions in the unknown MDP. We
have Q-learning samples shown below in the order of running. Find the estimates for Q-values of
each episode as obtained by Q-learning. Assume that all Q-values are initialized to 0, g = 1, and a
= 0.5.
Episode s
1
A
s'
a
Go
4
2
C
Stop
Stop
B
A
2
3
B
A
-4
C
C
Stop
Go
4
1
6.
A
Go
-2
mAA
Transcribed Image Text:Pacman is in an unknown MDP where there are three states [A, B, C] and two actions [Stop, Go]. We are given the following samples generated from taking actions in the unknown MDP. We have Q-learning samples shown below in the order of running. Find the estimates for Q-values of each episode as obtained by Q-learning. Assume that all Q-values are initialized to 0, g = 1, and a = 0.5. Episode s 1 A s' a Go 4 2 C Stop Stop B A 2 3 B A -4 C C Stop Go 4 1 6. A Go -2 mAA
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