Game Theory Notes
Overview of Game Theory Basics
Introduction to Nash Equilibrium
Concepts of Dominant Strategies
Explanation of dominant strategies
Implications for solving games
Cooperative Outcomes
Requirements for cooperation
Exploration of potential cooperative solutions
Simple Game Example: John and Sarah's Study Efforts
Players:
John
Sarah
Strategies Available for Study Efforts:
John can choose to study for an hour/day or four hours/day.
Sarah has the same options as John.
Example Context:
Context of grading on a curve in academia
Under graduate versus graduate student study expectations
Grading on a Curve: Discussion Points
Definition:
Grading on a curve means that students' grades are relative to the performance of their peers.
Real-Life Implications:
If everyone performs poorly, grades are inflated.
A professor might award grades based on top performers to uplift everyone's score.
Graphical Representation:
Bell Curve: Displaying IQ scores
Average IQ score = 100
Majority of individuals (around 68%) fall within one standard deviation of 100.
Extremes of bell curve (e.g., geniuses and disabilities)
Grades distribution example
Historical grading practices in schools using bell curves to assess performance
Implications of Grading on a Curve
Differences in grading outcomes based on effort:
If the whole class studies similarly, they all retain a C.
If students exert less effort, they face potential grade penalties.
Discussion on whether students prefer to exert minimal effort for a guaranteed B grade.
Game Setup: Two Effort Levels and Outcomes
Both students choose not to exert effort (sixty grade) → Both receive a B (due to a curve).
Both work hard and achieve high grades (eighty-five) → Receive Bs.
Individual discrepancies lead to different letter grades based on average performance.
Dominant Strategies Analysis:
For John:
If Sarah doesn’t try, John should try to maximize his A grade.
If Sarah does try, John would still benefit from trying.
For Sarah:
Similar reasoning affirms Sarah also has a dominant strategy to try.
Cooperative Outcomes Exploring Nash Equilibrium
Nash Equilibrium occurs where both players have chosen optimal strategies given the other player's choice.
Repeated Games and Cooperation Requirements
When Is Cooperation Possible?
Indefinite/Infinite Duration: Must anticipate future interactions.
Pareto Improvement: At least one player must benefit without hurting others.
Punishment System: Mechanisms must be enforced for compliance against non-cooperative behavior.
Real Life Example from Graduate Program
Discussion of cooperative attempts among a group of students not exerting effort.
Causes of unraveling and critical lesson from a professor's perspective.
Non-cooperative behavior undermines collective effort leading to overall decline in grades during final evaluations.
Concepts of Nash Equilibrium
Definition:
Nash Equilibrium is the optimal arrangement where no player can benefit by changing strategies while the other player keeps theirs constant.
Key Point:**
All dominant strategy equilibria are Nash equilibria, but not all Nash equilibria are dominant strategy equilibria.
Example of Game: No Dominant Strategy
Game Setup for Players A and B - High and Low Outputs
Payoff matrix illustrates potential earnings based on strategies chosen by each player.
Steps to Identify Nash Equilibrium:
Each player evaluates possible outcomes and strategic benefits.
Identify if a player would prefer to shift strategies.
Confirm Nash Equilibrium through conditions of no incentive to change strategies.
Conclusion and Transition to Utility Theory
Transitioning to utility theory to measure satisfaction and derive choices.
Introduction of marginal utility as a concept to assess consumer choices based on price and satisfaction.
Important Mentions
Discussions of individual differences in preferences and implication for utility modeling.
Homework assignment involving cereal-related preferences, reflecting the complexities of utility measurement in practical scenarios.