The Evolution of Cooperation // Iterated Prisoner's Dilemma

Поділитися
Вставка
  • Опубліковано 2 сер 2024
  • Check out Brilliant ► brilliant.org/TreforBazett/ Join for free and the first 200 subscribers get 20% off an annual premium subscription. Thank you to Brilliant for sponsoring this playlist on Game Theory.
    Check out the full Game Theory Playlist ► • Game Theory
    How does cooperation evolve over time? If you play the same game over and over again, how do you choose strategies where you reap the benefits of cooperation without being exploited. For example if someone always tries to cooperate, they loose poorly to someone who is always being selfish. We will contrast various types of repeated strategies but the one that tends to rise to the top is called Tit-For-Tat, where if someone is selfish back to you then you are selfish right back, and if they cooperate with you, you cooperate with them. Robert Axelrod introduced the idea of Iterated Prisoner's Dilemma tournaments where lots of people submit strategies and then the computer plays them all and this is where tit for tat rose up to the top. We will also think about repeated games like this from an evolutionary perspective and see how more cooperative strategies can become more popular over time, leading to the evolutionary origin of cooperation.
    0:00 Intro
    0:42 The Prisoner's Dilemma
    3:21 Iterated Game Strategies
    5:20 Prober Strategy
    6:35 Grudge Strategy
    7:54 Tit for Tat Strategy
    10:44 Properties of Successful Strategies
    13:49 Evolution against Randoms
    15:25 Evolution of Cooperation
    18:23 www.brilliant.org/treforbazett
    COURSE PLAYLISTS:
    ►DISCRETE MATH: • Discrete Math (Full Co...
    ►LINEAR ALGEBRA: • Linear Algebra (Full C...
    ►CALCULUS I: • Calculus I (Limits, De...
    ► CALCULUS II: • Calculus II (Integrati...
    ►MULTIVARIABLE CALCULUS (Calc III): • Calculus III: Multivar...
    ►VECTOR CALCULUS (Calc IV) • Calculus IV: Vector Ca...
    ►DIFFERENTIAL EQUATIONS: • Ordinary Differential ...
    ►LAPLACE TRANSFORM: • Laplace Transforms and...
    ►GAME THEORY: • Game Theory
    OTHER PLAYLISTS:
    ► Learning Math Series
    • 5 Tips To Make Math Pr...
    ►Cool Math Series:
    • Cool Math Series
    BECOME A MEMBER:
    ►Join: / @drtrefor
    MATH BOOKS & MERCH I LOVE:
    ► My Amazon Affiliate Shop: www.amazon.com/shop/treforbazett
    SOCIALS:
    ►Twitter (math based): / treforbazett
    ►Instagram (photography based): / treforphotography

КОМЕНТАРІ • 39

  • @DrTrefor
    @DrTrefor  2 роки тому +15

    This was my favourite Game Theory episode yet, hope you all enjoyed! Thanks again to Brilliant for sponsoring, make sure to check them out ► brilliant.org/TreforBazett/

    • @naman4067
      @naman4067 2 роки тому

      You basically gave me life lesson

  • @WetwareRenderEngine
    @WetwareRenderEngine 2 роки тому +13

    There's an error on the slide around ~16:00. Selfish against Cooperate scores 18 over 6 rounds, not 15. This makes your point even stronger because it shows that Selfish initially beats Tit For Tat (32 to 29), but then loses against Tit For Tat (14 to 17) after Selfish drives Cooperate into extinction.

  • @juanchetumare
    @juanchetumare 2 роки тому +7

    It is also interesting that cooperation maximizes the sum of both (all) players' points, which is called happiness in my head canon haha

  • @pst659
    @pst659 2 роки тому +5

    this channel is pure gold.

  • @vincentrockel1149
    @vincentrockel1149 2 місяці тому +1

    From a psychological point of view, the bonnie and Clyde varient the game is a better allegory for acting cooperatively in that if neither confess, it leads to the only non-negitive outcome. Nothing negative results. If you confess you are just lessening the duration of the consequences.

  • @Darkev77
    @Darkev77 2 роки тому +6

    This was such a cool concept, well put

    • @DrTrefor
      @DrTrefor  2 роки тому +1

      Glad you enjoyed!

  • @fabiovargasbr
    @fabiovargasbr 2 роки тому +4

    Is more of this coming up or this is it for the series? It has been an great experience so far. Ty

    • @DrTrefor
      @DrTrefor  2 роки тому +3

      It’s temporarily on pause, want to do a bunch more but got a bit sidelined:/

  • @AT-27182
    @AT-27182 2 роки тому +2

    This is very clear and it is extremely useful for me. Thank you so much for making this available.

  • @mathflipped
    @mathflipped 2 роки тому +8

    Great video, Trefor. It is amazing how such simple toy models can distill the essense of the mechanisms of the evolution of cooperation. Too bad you didn't have time to talk about the win-stay, lose-shift strategy that outperforms tit-for-tat. If I remember correctly, it was first introduced in a 1993 Nature paper by Nowak and Sigmund.
    BTW, Sigmund gave an amazing talk during our workshop in Turin in 2018 about modeling corruption. You could feel how his model resonated with common sense and what we see happening in reality. It actually fit perfectly my major life decisions some 25 years ago.

    • @DrTrefor
      @DrTrefor  2 роки тому +2

      Cool! Yes I wanted to talk about the Pavlov as it is sometimes called but it didn’t make the cut. It sometimes wins, but also depends on the pool of entrants iirc.

    • @mathflipped
      @mathflipped 2 роки тому +2

      @@DrTrefor You are right, it depends on the pool of strategies in the tournament. I think a major reason that tit-for-tat won in the first two Axelrod tournaments was the presense of the always cooperate strategy. It also didn't let the always defect strategy take advantage of itself.

  • @joyanbhathena7251
    @joyanbhathena7251 Рік тому +3

    Great playlist so far, hoping to see more videos!

  • @abdulazizhawsah9884
    @abdulazizhawsah9884 10 місяців тому +2

    Selfish = Narcissistic people (deserving).
    Cooperative = Nice people (doormat).
    Tit for Tat = Strong character people (Fair).

  • @kuanxD
    @kuanxD 2 роки тому +1

    Thanks! this video gave me a big insight for my research

  • @user-em3si2tn7y
    @user-em3si2tn7y Рік тому

    Mind blowing video!

  • @Lukav1
    @Lukav1 2 роки тому +1

    Great video! I love your channel!

  • @fabiovargasbr
    @fabiovargasbr 2 роки тому +2

    Excellent

  • @interest21stcentury74
    @interest21stcentury74 2 роки тому

    Hey dr, I hope you are doing well, it is an epic series thank you dr very much!!! But I practiced a few exercises and there is something called the reactive functions or something like that, I just would like to ask you if anything like that will be covered and know how many episodes you have left. Since Im taking Saturdays and Sundays 2 hours for game theory. Thank You Very Much!!!

  • @andrewharrison8436
    @andrewharrison8436 Рік тому

    Key takeaway from this video:
    If we don't start liking these videos and commenting nicely then Dr Bazett will stop cooperating.

  • @sanjaykrish8719
    @sanjaykrish8719 2 роки тому +1

    Fantastic.. this tells we shdnt be very nice or very bad to others. Gt has some really cool applications

  • @ugestacoolie5998
    @ugestacoolie5998 11 місяців тому

    I like to all them copycats over tit for tat, but yeah usually that strategy wins out overall, it seems the same in real life as well. Like start out treating people nicely, if they harmed you you retaliate, then if they went back to being on ok terms you go back on being ok terms with them as well.
    Very intuitive video! I found some extra resources as well online about this and it's really fasinating.

  • @sreekesh5854
    @sreekesh5854 Рік тому +1

    Nice💗

  • @paramvir_singh
    @paramvir_singh 2 роки тому

    Hey Doc
    Can you make a video on tensors please?
    Tried hard but couldn't learn from textbooks

    • @JohnSmall314
      @JohnSmall314 2 роки тому

      ua-cam.com/video/_pKxbNyjNe8/v-deo.html is pretty good.

  • @stefenleung
    @stefenleung 2 роки тому +2

    you missed to mention the most successful and in reality the only solution, mafia - snitch get stitches. like in prisoner dilemma, you either deny or confess and get murdered.
    it's also why society evolve into policing, law/court system. If you break the contrast, you not only get nothing, you need to pay too.

  • @invinciblemaverick22
    @invinciblemaverick22 Рік тому

    @Dr. Trefor Bazett at 10:34, what if the prober is SELFISH on the last move....tit for tat wont get a chance to replicate....isn't that a possible outcome

  • @lennykoss8777
    @lennykoss8777 2 роки тому +1

    Can you map Doughnut Economics and the GOLDEN Rule into Game Theory?
    Greed Obstinance Lies Deceit Envy Nervousness
    Rule - things to avoid that hurt the game of life

  • @maddison0
    @maddison0 2 роки тому +5

    If you enjoyed this, I highly recommend The Selfish Gene by Richard Dawkins. A large section of the book covers this exact topic and applies it to the evolution of life.

    • @DrTrefor
      @DrTrefor  2 роки тому +2

      I read that book years ago and had forgotten that!

    • @perekman3570
      @perekman3570 Рік тому

      I was coming here to make exactly this recommendation! But note that the chapter on game theory was added in the second edition of the book.