contextuality in strategic games · 2018. 11. 17. · tp = total probability cooperate after...

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CONTEXTUALITY IN STRATEGIC GAMES Jerome R. Busemeyer Indiana University Zheng Joyce Wang The Ohio State University Supported by AFOSR and NSF

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Page 1: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

CONTEXTUALITY IN STRATEGIC GAMES

Jerome R. Busemeyer Indiana University

Zheng Joyce WangThe Ohio State University

Supported by AFOSR and NSF

Page 2: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

1. Violations marginal invariance for category-decision making task, prisoner dilemma game, and centipede game

2. Quantum cognition explanations violations of marginal invariance

3. Hypothetical example of CBD type contextually for game of chicken.

4. Psychological importance of contextually

ORGANIZATION OF THIS TALK

Page 3: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

INTERFERENCE OF CATEGORIZATION ON DECISION

Busemeyer, Wang, Mogiliansky-Lambert (2009, J. of Mathematical Psychology)

Psychological version of a double slit experiment

Wang & Busemeyer(2016, Cognition)

Page 4: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

!Categoriza*on,

!

1000/2000ms, 1000ms, 10s,

!Decision,

!

10s,

Feedback,on,C,and,D,

10s,

Participants shown pictures of faces

Categorize as “good” guy or “bad” guyDecide to act “friendly” or “aggressive”

Bad Guys Good Guys

Page 5: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

!Categoriza*on,

!

1000/2000ms, 1000ms, 10s,

!Decision,

!

10s,

Feedback,on,C,and,D,

10s,

1000/2000ms, 1000ms, 10s,

!Decision,

!

10s,

Feedback,on,D,

C-then-D: Categorize face first and then decide

D-alone: Decide without categorization

Two Conditions:

Page 6: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

• Pr(Bad | Narrow) = .60

• Pr(Good | Wide) = .60

• Pr(Reward Attack | Bad ) = .70

• Pr(Reward Withdraw | Good) = .70

Contingencies ( Learned from Experience)

Page 7: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

LAW OF TOTAL PROBABILITY

p(A)= ?=p(G)p(A|G)+ p(B)p(A|B)

D alone Condition C-then-D Condition

G =good guy, B=Bad guy, A=Attack

Total Probability

Page 8: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

MARKOV MODEL

Face

Good

Bad

Attack

Withdraw

p(G|F)

p(B|F)

p(A|G)

p(A|B)

P(A|F)=p(G|F)·p(A|G)+p(B|F)·p(A|B)(total probability satisfied)

Page 9: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

RG ∩ RW

RG ∩ RA RB ∩ RA

RB ∩ RW

Face

Signal Detection Model

p(A|F) = p(RG ∩ RA|F) + p(RB ∩ RA|F)

= p(RG|F)p(RA|RG,F) + p(RB|F)p(RA|RB,F)

(total probability satisfied)

Page 10: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Face p(G) p(A|G) p(B) p(A|B) TP P(A)

Good 0.84 0.35 0.16 0.52 0.37 0.39

Bad 0.17 0.41 0.82 0.63 0.59 0.69

RESULTS

Page 11: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

PRISONER DILEMMA GAME

OD OC

PD O: 10P: 10

O:5P: 25

PC O: 25P: 5

O:20P: 20

Croson, 1999, Organizational Behavior and Human Decision Processes

Page 12: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Game p(c) p(C|c) p(d) p(C|d) TP P(C)

PD-1 0.45 0.83 0.55 0.32 0.55 0.775

PD-2 0.42 0.53 0.58 0.35 0.425 0.625

c = Predict opponent will cooperated = Predict opponent will defectC = Player decides to cooperateTP = total probability cooperate after predictionp(C) = Prob player cooperate with no prediction

Page 13: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Sequentialsocialdilemmagame

Blanco,etal.(2014,GamesandEconomicBehavior)

N = 40 60 60

Page 14: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Centipede6-stagegame,linearincreasingpayoff

Page 15: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

EXPERIMENTAL DESIGN

• N = 195 participates paid based on decision outcomes

• Each participant played 30 computer agents Programmed to respond according to base rates from previous research on similar tasks

• All received two types of trials Predict then act Act alone

• For each game/agent, randomly assigned to play first or second Human plays first vs. second

Page 16: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Humanplaysfirst

.731 .93 .684 ..73 .67

.703 .732 .414

Pred-Act

Act-alone

.386

Probability to Continue

Page 17: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

Humanplayssecond

.93 .703 .73 .546 .67

.656 .581

Pred-Act

Act-alone

.325

.345

Probability to continue

Page 18: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

QUANTUM MODEL OF INTERFERENCE

p(PD) = PPDS2 = PPD ⋅ I ⋅S

2

= PPD ⋅ POD + POC( ) ⋅S 2

= PPD ⋅POD ⋅S + PPD ⋅POC ⋅S2

= PPD ⋅POD ⋅S2 + PPD ⋅POC ⋅S

2 + Int

Int = S | POCPPDPPDPOD | S + S | PODPPDPPDPOC | S

Page 19: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

GAME OF CHICKEN

James Dean in “Rebel without

a Cause”

Page 20: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

CHICKEN PAYOFF MATRIX

Yield Continue

Yield Chicken, Chicken Chicken, Hero

Continue Hero, Chicken Crash, Crash

Nash equilibrium: choose different action than opponent

Page 21: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

HYPOTHETICAL EXPERIMENTAL RESULTS

B-Y B-CA-Y 0 0.5

A-C 0.5 0

2 x 2 contingency tables of relative frequency

C-Y C-C

B-Y 0 0.5

B-C 0.5 0

C-Y C-C

A-Y 0 0.5

A-C 0.5 0

Contextual effects should occur, as expected by traditional game theory

n = 3delta = 0sodd = 3

contextually = sodd - (n-2) - delta = 2 > 0

Page 22: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

ADVANTAGE OF QUANTUM MODELS

• Single model that accounts for

• violations of marginal invariance

• order effects

• contextual effects

• Key ingredient required is incompatible (non-commutative) events

Page 23: CONTEXTUALITY IN STRATEGIC GAMES · 2018. 11. 17. · TP = total probability cooperate after prediction p(C) = Prob player cooperate with no prediction. Sequential social dilemma

CONCLUSIONS

• Violations of marginal invariance can provide strong challenges to major psychological and economic theories

• Contextuality effects can occur, but can (sometimes) be easily explained by existing psychological and economic theories

• Importance of either effect depends on extent to which the effect challenges traditional psychological theory