4.7 Article

The Effect of Memory Size on the Evolutionary Stability of Strategies in Iterated Prisoner's Dilemma

Journal

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
Volume 18, Issue 6, Pages 819-826

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TEVC.2013.2286492

Keywords

Evolutionary stability; game theory; iterated prisoner's dilemma; strategies

Funding

  1. Engineering and Physical Sciences Research Council, U.K. [EP/H000968/1]
  2. Engineering and Physical Sciences Research Council [EP/H000968/1] Funding Source: researchfish
  3. EPSRC [EP/H000968/1] Funding Source: UKRI

Ask authors/readers for more resources

The iterated prisoner's dilemma is an ideal model for the evolution of cooperation among payoff-maximizing individuals. It has attracted wide interest in the development of novel strategies since the success of tit-for-tat in Axelrod's iterated prisoner's dilemma competitions. Every strategy for iterated prisoner's dilemma utilizes a certain length of historical interactions with the opponent, which is regarded as the size of the memory, in making its choices. Intuitively, longer memory strategies must have an advantage over shorter memory strategies. In practice, however, most of the well known strategies are short memory strategies that utilize only the recent history of previous interactions. In this paper, the effect of the memory size of strategies on their evolutionary stability in both infinite length and indefinite length n-person iterated prisoner's dilemma is studied. Based on the concept of a counter strategy, we develop a theoretical methodology for evaluating the evolutionary stability of strategies and prove that longer memory strategies outperform shorter memory strategies statistically in the sense of evolutionary stability. We also give an example of a memory-two strategy to show how the theoretical study of evolutionary stability assists in developing novel strategies.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available