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MiniMax Principle in Game Theory. Slides Made by Senjuti Basu Roy. MiniMax Principle from Game Theory is used to provide a lower bound of the running time of the Randomized AND-OR tree algorithm. Rachael and Chris play a game with three objects: Stone Paper Scissors

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minimax principle in game theory

MiniMax Principle in Game Theory

Slides Made by

Senjuti Basu Roy

slide2

MiniMax Principle from Game Theory is used to provide a lower bound of the running time of the Randomized AND-OR tree algorithm.

  • Rachael and Chris play a game with three objects:
  • Stone
  • Paper
  • Scissors
  • In this simultaneous game,both Rachael and Chris pick up one of these three objects.
  • This three objects have the following order of preference :

Stone >> (preferred than) Scissors

Scissors >> Paper and

Paper >> Stone.

The winner of the game Played by Rachael and Chris is determined by the following way:

The person who picks up a more preferred item than the other is the winner. The loser pays $1 to the winner and the outcome is a draw when both of them picks up the same object

slide3

Scissors

Paper

Stone

This is called

Two Person

Zero Sum

Game since

Money are

Getting

exchanged

Between

hands and

There is no

External

money flow.

Scissors

0

1

-1

Paper

1

-1

0

Stone

-1

0

1

Matrix for Scissors-Paper-Stone

a deterministic strategy chris pays rachael
A Deterministic Strategy – Chris Pays Rachael

The minimum

Amount Rachael

Makes if she selects

Scissors

Scissors

Paper

Stone

0

1

-1

-1

Scissors

Paper

-1

-1

0

1

Paper

Maxm

Amount

Chris has

To pay

Rachael if he selects

-1

1

-1

0

Stone

Stone

1

1

1

Scissors

Paper

Stone

another pay off matrix
Another Pay Off Matrix

Scissors

Paper

Stone

Scissors

0

0

1

2

Paper

-1

-1

1

0

-2

-1

-2

0

Stone

VR= maxi{minj Mij}

VR= 0

0

1

2

VC= minj{maxi Mij}

VC= 0

what is v r and v c in a conservative game strategy
What is VR and Vc in a Conservative Game Strategy?
  • VR = The lower bound of the amount of money that Rachael can make/round
  • Vc = The upper bound of the money that Chris can give to Rachael.
  • And in general VR <= Vc
  • For certain Pay-offmatrices ,

VR = Vc

probabilistic game playing strategy
Probabilistic Game Playing Strategy

PDF of Chris’

moves

1

2

n

1

2

PDF of Rachael’s

moves

n

n x n

Expected [payoff] = (Σ i=1 ..n) (Σ j=1 ..n) piMijqj = pTMq

how does this strategy work von neumann s minimax principle
How does this strategy work?- Von Neumann’s MiniMax Principle
  • Say Rachael has selected p. Then Chris should select a distribution q such that PTMq is minimized.
  • Minq PTMq.
  • Rachael wants VR = maxp minq PTMq.
  • Chris wants VC = minq maxp PTMq.
  • In the probabilistic game playing strategy , VR = VC
  • This is known as Von Neumann’s MiniMax Principle.
slide9

PDF interpretation of Deterministic Game:

  • All moves get 0 as the probability and the move chosen by the player gets 1.
  • PDF looks like

1

0

- - - - - -

0

0

0

0

Loomi’s Theorem:

It says

maxp mine PTM e = minq maxf fTM q, where e and f are special distributions has only 1 and 0 everywhere else.