SlideShare a Scribd company logo
An Introduction to...

Evolutionary Game Theory
[without complex
mathematics]
Dr. Karobi Moitra
BIOL 451 Evolution
What is Game Theory?
“Game theory is a study of how to
mathematically determine the best
strategy for given conditions in order to
optimize the outcome”

Find the best strategy to win!
Rationality
Assumptions:
• humans are rational beings
• humans always seek the best alternative in
a set of possible choices
Why assume rationality?
• narrow down the range of possibilities
• Predictability
When would you not choose the best
alternative?
Game Theory Involves
• Finding acceptable, if not
optimal, strategies in conflict situations.
• Game theory is highly mathematical
eg: Strategy for playing chess
• Game theory assumes all human
interactions can be understood and
navigated by presumptions.
Why is game theory important?
• All intelligent beings make decisions all the
time.
• Helps us to analyze situations more rationally
and formulate an acceptable alternative with
respect to circumstance.
The Party Planner
• Shelby is planning a party, and is worried
about whether it will rain or not
• The chances of rain are 33.3% on the day
of the party
• The party will be more fun outside
• How does Shelby come to a decision?
The Party Planner
• Outside – 1 (1/3 rd) ~33.3%
• Inside- 2 (2/3rds) ~66.6%
Where do you think Shelby will hold the
party if she makes the decision based on the
game theory?
The Party Planner
• She should hold it outside since there is
a 66% chance that it will not rain
However, if Shelby is a cautious person
she may hold it indoors or change the date
to account for the predicted weather
Basic Strategies
1. Plan ahead and look back
2. Use a dominating strategy if possible
3. Look for any equilibrium
4. Mix up the strategies
Game Theory?
http://www.youtube.com/watch?v=4S9a5V9ODuY

Hunger Games Trailer
Limitations & Problems
• Assumes players always maximize their
outcomes
• Some outcomes are difficult to provide a
utility for
• Not all of the payoffs can be quantified
• Not applicable to all problems
Brief History of Game Theory
• 1913 - E. Zermelo provided the first theorem of game theory
asserts that chess is strictly determined

• 1928 - John von Neumann proved the minimax theorem
• 1944 - John von Neumann / Oskar Morgenstern’s wrote
"Theory of Games and Economic Behavior”
• 1950-1953, John Nash describes Nash equilibrium
• 1972 - John Maynard Smith wrote
“Game Theory and The Evolution of Fighting”

http://william-king.www.drexel.edu/top/class/histf.html
John Nash

Not John Nash
Definition: Nash Equilibrium
“If there is a set of strategies with the property
that no player can benefit by changing her
strategy while the other players keep their
strategies unchanged, then that set of
strategies and the corresponding payoffs
constitute the Nash Equilibrium. “
Source: http://www.lebow.drexel.edu/economics/mccain/game/game.html
Nash Equilibrium
• Informally, a set of strategies is a Nash
equilibrium if no player can do better by
unilaterally changing his or her strategy
• It is the best strategy(ies)
Evolutionary Game Theory
“Evolutionary game theory differs from classical
game theory by focusing more on the dynamics
of strategy change as influenced not solely by
the quality of the various competing
strategies, but by the effect of the frequency
with which those various competing strategies
are found in the population”
Rock- Paper- Scissors
“An evolutionary game that turns out to be a
children’s game is rock-paper-scissors.
Anyone who has ever played this simple
game knows that it is not sensible to have any
favored play – your opponent will soon notice
this and switch to the winning counter-play. “
Rock-Paper-Scissors
“The best strategy (a Nash equilibrium) is to
play a mixed random game with any of the
three plays taken a third of the time. This, in
EGT terms, is a mixed strategy”
Game theory: when social conditions
determine behavioral strategies
Evolutionary Game Theory
• Natural selection replaces rational behavior
• Survival of the fittest
• http://www.youtube.com/watch?v=48EWLj3g
IJ8
Game Theory in Evolution
1. Evolutionary Stable Strategy (ESS)
2. Sexual Selection
3. Social Interactions and the Evolution of
Cooperation (Kin selection and altruism)
1. Evolutionary Stable Strategy
“It is a Nash equilibrium that is
evolutionarily" stable: once it is fixed in a
population, natural selection alone is
sufficient to prevent alternative (mutant)
strategies from invading successfully. The
theory is not intended to deal with the
possibility of gross external changes to the
environment that bring new selective forces
to bear”
ESS
• An evolutionary stable strategy is a behavior
that, when adopted by a population of
players, cannot be invaded by an alternative
strategy
Evolutionary Stable Strategy
Is the winning strategy…
Evolutionary Stable Strategy
• Introduced by Maynard Smith and Price
(1973)
• Strategy becomes stable throughout the
population
• Mutations becoming ineffective
Hawk / Dove Game
Hawke – Dove Game
• The name "Hawk-Dove" refers to a situation in
which there is a competition for a shared
resource and the contestants can choose
either conciliation or conflict; this terminology
is most commonly used in biology and
evolutionary game theory.
• HAWK: very aggressive, always fights for some
resource.
• DOVE: never fights for a resource -- it displays
in any conflict and if it is attacked it
immediately withdraws before it gets injured.
• Thus, in any conflict situation, dove will always
lose the resource to a hawk, but it never gets
hurt (never sustains a decrease in fitness)
when confronting a hawk, and therefore the
interactions are neutral with respect to the
dove's fitness
• Imagine a Hawk only population
• Now imagine a Dove only population
•
•
•
•

Hawk only population- fighting and unrest
Dove only population- too peaceful
None is the ideal situation
None are ESS or in Nash Equilibrium
ESS
Many animals react aggressively or not depending on their opponents size or
correlated features
Male toads that clasps females before the eggs are laid and fertilized are often
aggressively displaced by larger males but not by smaller ones. A male is unlikely
to try to displace a mounted male that is larger than himself
Evolutionary Stable Strategy
Honest signals of the of the individual’s fighting ability or resource-holding
potential
Deceptive signals indicating greater fighting ability than the individual actually
has
Deceptive signals should be unstable in evolutionary time because selection
would favor genotypes that ignored the signals, which having lost their utility
would be lost in subsequent evolution

Dishonest signals
however are not
uncommon

Male fiddle crab
Uca annulipes
2. Sexual Selection

Sexual Selection by mate choice:
The best mate should produce the best
offspring
Sexual Selection
Sexual Selection by mate choice
Sensory Bias
Certain traits may be intrinsically stimulating and evoke a greater response
simply because of the organization of the receptor’s sensory system

In some species of the fish
genus Xiphophorus part of the
male tail is elongated into a
“sword”
Females preferred males with
swords not only in
Xiphophorus but also in the
swordless genus Priapella
Sexual Selection
Sexual Selection by mate choice
Direct Benefit to Choosy Females
Male provides a direct benefit to the female or her offspring: nutrition, superior
territory, parental care
There is selection pressure on females to recognize males that are superior
providers
The preference selects for males with the distinctive correlated character
Sexual Selection
Sexual Selection by mate choice

Indirect Benefits of Mate Choice
Male provides no direct benefit to either the female or her offspring but
contributes only his genes
Alleles affecting female mate choice increase or decrease in frequency
depending on the fitness of the females’ offspring. Thus females may benefit
indirectly from their choice of mates
Sexual Selection
Sexual Selection by mate choice
GOOD GENES MODEL (HANDICAP HYPOTHESIS)
Because females risk substantial losses of fitness if their offspring do not survive
or reproduce, one could argue that females should evolve to choose males with
high genetic quality, so that their offspring will inherit “good genes” and so have
a superior prospect of survival and reproduction

Stickelback
Fish

Any male trait that is
correlated with genetic quality
(an indicator of good genes)
could be used by females as a
guide to advantageous
matings, so selection would
favor a genetic propensity in
females to choose mates on
this basis
3. Social Interactions and the Evolution
of Cooperation
“Explaining how altruism –which by definition
reduces personal fitness– can arise by natural
selection is a major problem, and the central
theoretical problem of sociobiology”
3. Social Interactions and the Evolution of Cooperation
Darwin’s theory of natural selection is based on individual advantage. Cooperative
interactions seem antithetical to evolution by natural selection and require
explanation
Until 1960’s it was common for biologists to assume that cooperation had evolved
because it benefited the population or species (group selection). The modern study
of cooperation focus on individual selection.
Social Interactions and the Evolution of Cooperation
Prisoner's Dilemma

C

S

Confess:
C

3

1

Silent: S

4

2
Social Interactions and the Evolution of Cooperation
Prisoner's Dilemma

The Prisoner's Dilemma game takes its name from the following scenario:
You and a criminal associate have been busted. Fortunately for you, most of the evidence was
shredded, so you are facing only a year in prison. But the prosecutor wants to nail someone, so he
offers you a deal: if you squeal on your associate –which will result in his getting a five year stretch–
the prosecutor will see that you are set free. Which sounds good, until you learn your associate is being
offered the same deal – which would get you five years
Social Interactions and the Evolution of Cooperation
To cooperate, or not cooperate? This simple
question, expressed in an extremely simple game, is a
crucial issue across a broad range of life

• Why shouldn't a barracuda eat the little fish that
has just cleaned it of parasites
• Fig wasps collectively limit the eggs they lay in fig
trees. But why shouldn't any one fig wasp cheat
and leave a few more eggs than her rivals?

• At the level of human society, why shouldn't each
of the villagers that share a common but finite
resource try to exploit it more than the others?
Yet barracudas, fig wasps, and villagers all cooperate. It
has been a constant problem in evolutionary studies to
explain how such cooperation should evolve, let alone
persist, in a world of self-maximizing egoists
Social Interactions and the Evolution of Cooperation
DIRECT BENEFITS: NON-ENFORCED
Cooperative behavior often evolves simply because it is advantageous to the
individual
Ex Joining flock or herd
Ex Unrelated helpers and delayed benefit

Pied kingfisher
Ceryle rudis
Social Interactions and the Evolution of Cooperation
INDIRECT BENEFITS: KIN SELECTION: KIN DISCRIMINATION AND CANNIBALISM
Many species of animals are cannibalistic preying on smaller individuals of the same
species. Many such species discriminate kin from non-kin and are less likely to eat
related individuals
Tadpoles develop into:
• Detritus and plant omnivores
Associate more with their siblings
• Cannibalistic carnivores
Associate more with nonrelatives
Carnivores eat siblings much less
frequently than unrelated
individuals
Spadefoot Toad
Scaphiopus bombifrons
Kin selection
Selection based on inclusive fitness

Hamilton’s Rule
An altruistic trait can increase in frequency if the
benefit (B) received by the donor’s relatives weighted
by their relatedness (r) to the donor, exceeds the cost
(C) of this trait to the donor’s fitness:
rB>C
In evolutionary biology, an organism is said to
behave altruistically when its behaviour
benefits other organisms, at a cost to itself.
The costs and benefits are measured in
terms of reproductive fitness, or expected
number of offspring. So by behaving
altruistically, an organism reduces the
number of offspring it is likely to produce
itself, but boosts the number that other
organisms are likely to produce
Social Interactions and the Evolution of Cooperation
SOCIAL INSECTS: ANT AND BEE COLONIES: VIDEO LINK- ALTRUISTIC WORKER BEES
HTTP://WWW.YOUTUBE.COM/WATCH?V=VSCMSWOF8PY
Eusocial animals Animals in which nearly or completely sterile individuals (workers)
rear the offspring of reproductive individuals , usually their parents
Known in Naked mole rat, termites, many hymenoptera

Naked Mole Rat
Heterocephalus glaber
Where is game theory currently used?
– Ecology
– Evolutionary
Biology
– Networks
– Economics
– Politics
– Conflict
– Business
Summary: Game Theory in Evolution
1. Evolutionary Stable Strategy (ESS)
2. Sexual Selection
3. Social Interactions and the Evolution of
Cooperation (Kin selection and altruism)
References
• Wikipedia
• http://williamking.www.drexel.edu/top/class/histf.html
•
http://www.lebow.drexel.edu/economics/mccain
/game/game.html
• SYMBOLIC SYSTEMS 202: The Rationality Debate
(3 units) Winter Quarter 2003-2004, Stanford
University Instructor: Todd Davies
(handout)
• Random .ppts from the internet- with no author
names to acknowledge

More Related Content

What's hot

UPGMA
UPGMAUPGMA
Methods for studying behaviour
Methods for studying behaviourMethods for studying behaviour
Methods for studying behaviour
Noor Zada
 
Optimal Foraging Theory (OFT)
Optimal Foraging Theory (OFT)Optimal Foraging Theory (OFT)
Optimal Foraging Theory (OFT)
Tikeshkumar7
 
Behavioral Ecology
Behavioral EcologyBehavioral Ecology
Behavioral Ecology
generose salvani
 
Predator Prey Interaction
Predator Prey InteractionPredator Prey Interaction
Predator Prey Interaction
Syed Lokman
 
Foraging behaviour
Foraging behaviourForaging behaviour
Foraging behaviour
SaharshanSalam
 
Lotka volterra model of competition
Lotka volterra model of competitionLotka volterra model of competition
Lotka volterra model of competition
MD EKRAMUDDIN
 
Animal Behavior: Habitat selection sudeshrathod
Animal Behavior: Habitat selection sudeshrathodAnimal Behavior: Habitat selection sudeshrathod
Animal Behavior: Habitat selection sudeshrathod
Dr. Sudesh D. Rathod, B N Bandodkar College of Science
 
Ch. 5 population regulation part
Ch. 5   population regulation partCh. 5   population regulation part
Ch. 5 population regulation part
Linda Susiana
 
MEGA (Molecular Evolutionary Genetics Analysis)
MEGA (Molecular Evolutionary Genetics Analysis)MEGA (Molecular Evolutionary Genetics Analysis)
MEGA (Molecular Evolutionary Genetics Analysis)
Athar Mutahari
 
Gene flow
Gene  flowGene  flow
Gene flow
Hadia Khadija
 
ETHOLOGY-HORMONES & BEHAVIOR
ETHOLOGY-HORMONES & BEHAVIORETHOLOGY-HORMONES & BEHAVIOR
ETHOLOGY-HORMONES & BEHAVIOR
Amrutha Hari
 
Clustal W - Multiple Sequence alignment
Clustal W - Multiple Sequence alignment   Clustal W - Multiple Sequence alignment
Clustal W - Multiple Sequence alignment
The Oxford College Engineering
 
Molecular Phylogenetics
Molecular PhylogeneticsMolecular Phylogenetics
Molecular Phylogenetics
Meghaj Mallick
 
Molecular evolution
Molecular evolutionMolecular evolution
Molecular evolution
manojsiddartha bolthajira
 
PROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULESPROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULES
Bhargavi Bhanu
 
Mating Systems
Mating SystemsMating Systems
Mating Systems
Syed Muhammad Khan
 
Proximate vs ultimate causes of animal behavior
Proximate vs ultimate causes of animal behavior Proximate vs ultimate causes of animal behavior
Proximate vs ultimate causes of animal behavior
Surjya Kumar Saikia
 
History of Animal Behavior1
History of Animal Behavior1History of Animal Behavior1
History of Animal Behavior1
Evan Ogden
 
Altruism in animals and classification : A view
Altruism in animals and classification : A viewAltruism in animals and classification : A view
Altruism in animals and classification : A view
Kuldeep Gauliya
 

What's hot (20)

UPGMA
UPGMAUPGMA
UPGMA
 
Methods for studying behaviour
Methods for studying behaviourMethods for studying behaviour
Methods for studying behaviour
 
Optimal Foraging Theory (OFT)
Optimal Foraging Theory (OFT)Optimal Foraging Theory (OFT)
Optimal Foraging Theory (OFT)
 
Behavioral Ecology
Behavioral EcologyBehavioral Ecology
Behavioral Ecology
 
Predator Prey Interaction
Predator Prey InteractionPredator Prey Interaction
Predator Prey Interaction
 
Foraging behaviour
Foraging behaviourForaging behaviour
Foraging behaviour
 
Lotka volterra model of competition
Lotka volterra model of competitionLotka volterra model of competition
Lotka volterra model of competition
 
Animal Behavior: Habitat selection sudeshrathod
Animal Behavior: Habitat selection sudeshrathodAnimal Behavior: Habitat selection sudeshrathod
Animal Behavior: Habitat selection sudeshrathod
 
Ch. 5 population regulation part
Ch. 5   population regulation partCh. 5   population regulation part
Ch. 5 population regulation part
 
MEGA (Molecular Evolutionary Genetics Analysis)
MEGA (Molecular Evolutionary Genetics Analysis)MEGA (Molecular Evolutionary Genetics Analysis)
MEGA (Molecular Evolutionary Genetics Analysis)
 
Gene flow
Gene  flowGene  flow
Gene flow
 
ETHOLOGY-HORMONES & BEHAVIOR
ETHOLOGY-HORMONES & BEHAVIORETHOLOGY-HORMONES & BEHAVIOR
ETHOLOGY-HORMONES & BEHAVIOR
 
Clustal W - Multiple Sequence alignment
Clustal W - Multiple Sequence alignment   Clustal W - Multiple Sequence alignment
Clustal W - Multiple Sequence alignment
 
Molecular Phylogenetics
Molecular PhylogeneticsMolecular Phylogenetics
Molecular Phylogenetics
 
Molecular evolution
Molecular evolutionMolecular evolution
Molecular evolution
 
PROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULESPROBABILITY AND IT'S TYPES WITH RULES
PROBABILITY AND IT'S TYPES WITH RULES
 
Mating Systems
Mating SystemsMating Systems
Mating Systems
 
Proximate vs ultimate causes of animal behavior
Proximate vs ultimate causes of animal behavior Proximate vs ultimate causes of animal behavior
Proximate vs ultimate causes of animal behavior
 
History of Animal Behavior1
History of Animal Behavior1History of Animal Behavior1
History of Animal Behavior1
 
Altruism in animals and classification : A view
Altruism in animals and classification : A viewAltruism in animals and classification : A view
Altruism in animals and classification : A view
 

Viewers also liked

Game theory
Game theoryGame theory
Game theory
Abu Bashar
 
Introduction to the Theory of Game Elements
Introduction to the Theory of Game ElementsIntroduction to the Theory of Game Elements
Introduction to the Theory of Game Elements
Aki Järvinen
 
Game theory
Game theoryGame theory
Game theory
gtush24
 
Game Theory for Software Developers at the Boulder JUG
Game Theory for Software Developers at the Boulder JUGGame Theory for Software Developers at the Boulder JUG
Game Theory for Software Developers at the Boulder JUG
Matthew McCullough
 
1 intro game-theory
1 intro game-theory 1 intro game-theory
1 intro game-theory
Prithviraj (Raj) Dasgupta
 
Andros slideshow
Andros slideshowAndros slideshow
Andros slideshow
Amanda Noelle
 
Evolution as a Tool for Understanding and Designing Collaborative Systems
Evolution as a Tool for Understanding and Designing Collaborative SystemsEvolution as a Tool for Understanding and Designing Collaborative Systems
Evolution as a Tool for Understanding and Designing Collaborative Systems
Wilfried Elmenreich
 
Evolution+and+natural+selection pvms[1]
Evolution+and+natural+selection pvms[1]Evolution+and+natural+selection pvms[1]
Evolution+and+natural+selection pvms[1]
clonardo
 
Introduction to game theory
Introduction to game theoryIntroduction to game theory
Evolutionary biology
Evolutionary biologyEvolutionary biology
Evolutionary biology
Therese Elaine Enad
 
Biology as the study of life and living
Biology as the study of life and livingBiology as the study of life and living
Biology as the study of life and living
deden98
 
Genetics & Evolutionary Biology Vocabulary
Genetics & Evolutionary Biology VocabularyGenetics & Evolutionary Biology Vocabulary
Genetics & Evolutionary Biology Vocabulary
Beverley Sutton
 
Biology 16 2 evolution as genetic change[1]
Biology 16 2 evolution as genetic change[1]Biology 16 2 evolution as genetic change[1]
Biology 16 2 evolution as genetic change[1]
Tamara
 
Genetic polymorphisms
Genetic polymorphisms Genetic polymorphisms
Genetic polymorphisms
cindyzeta
 
Game theory
Game theoryGame theory
Game theory
Amritanshu Mehra
 
From Molecules to Morality: The Evolution Of Altruism
From Molecules to Morality: The Evolution Of AltruismFrom Molecules to Morality: The Evolution Of Altruism
From Molecules to Morality: The Evolution Of Altruism
MolecularFossils
 
07 evolution without selection
07 evolution without selection07 evolution without selection
07 evolution without selection
mrtangextrahelp
 
Ecology2 Complete
Ecology2 CompleteEcology2 Complete
Ecology2 Complete
medik.cz
 
Metapopulation Assumptions
Metapopulation AssumptionsMetapopulation Assumptions
Metapopulation Assumptions
Elizabeth
 
Community Ecology
Community EcologyCommunity Ecology
Community Ecology
guest6ffdf29c
 

Viewers also liked (20)

Game theory
Game theoryGame theory
Game theory
 
Introduction to the Theory of Game Elements
Introduction to the Theory of Game ElementsIntroduction to the Theory of Game Elements
Introduction to the Theory of Game Elements
 
Game theory
Game theoryGame theory
Game theory
 
Game Theory for Software Developers at the Boulder JUG
Game Theory for Software Developers at the Boulder JUGGame Theory for Software Developers at the Boulder JUG
Game Theory for Software Developers at the Boulder JUG
 
1 intro game-theory
1 intro game-theory 1 intro game-theory
1 intro game-theory
 
Andros slideshow
Andros slideshowAndros slideshow
Andros slideshow
 
Evolution as a Tool for Understanding and Designing Collaborative Systems
Evolution as a Tool for Understanding and Designing Collaborative SystemsEvolution as a Tool for Understanding and Designing Collaborative Systems
Evolution as a Tool for Understanding and Designing Collaborative Systems
 
Evolution+and+natural+selection pvms[1]
Evolution+and+natural+selection pvms[1]Evolution+and+natural+selection pvms[1]
Evolution+and+natural+selection pvms[1]
 
Introduction to game theory
Introduction to game theoryIntroduction to game theory
Introduction to game theory
 
Evolutionary biology
Evolutionary biologyEvolutionary biology
Evolutionary biology
 
Biology as the study of life and living
Biology as the study of life and livingBiology as the study of life and living
Biology as the study of life and living
 
Genetics & Evolutionary Biology Vocabulary
Genetics & Evolutionary Biology VocabularyGenetics & Evolutionary Biology Vocabulary
Genetics & Evolutionary Biology Vocabulary
 
Biology 16 2 evolution as genetic change[1]
Biology 16 2 evolution as genetic change[1]Biology 16 2 evolution as genetic change[1]
Biology 16 2 evolution as genetic change[1]
 
Genetic polymorphisms
Genetic polymorphisms Genetic polymorphisms
Genetic polymorphisms
 
Game theory
Game theoryGame theory
Game theory
 
From Molecules to Morality: The Evolution Of Altruism
From Molecules to Morality: The Evolution Of AltruismFrom Molecules to Morality: The Evolution Of Altruism
From Molecules to Morality: The Evolution Of Altruism
 
07 evolution without selection
07 evolution without selection07 evolution without selection
07 evolution without selection
 
Ecology2 Complete
Ecology2 CompleteEcology2 Complete
Ecology2 Complete
 
Metapopulation Assumptions
Metapopulation AssumptionsMetapopulation Assumptions
Metapopulation Assumptions
 
Community Ecology
Community EcologyCommunity Ecology
Community Ecology
 

Similar to Evolutionary Game Theory

2014.04.25 _NAEC Seminar_Jörgen Weibull
2014.04.25 _NAEC Seminar_Jörgen Weibull2014.04.25 _NAEC Seminar_Jörgen Weibull
2014.04.25 _NAEC Seminar_Jörgen Weibull
OECD_NAEC
 
evolutionary_game_theory.pptx
evolutionary_game_theory.pptxevolutionary_game_theory.pptx
evolutionary_game_theory.pptx
UdayRote3
 
Healey sdal social dynamics in living systems from microbe to metropolis
Healey sdal social dynamics in living systems from microbe to metropolis Healey sdal social dynamics in living systems from microbe to metropolis
Healey sdal social dynamics in living systems from microbe to metropolis
kimlyman
 
Evolutionary psychology - Aggression
Evolutionary psychology - AggressionEvolutionary psychology - Aggression
Evolutionary psychology - Aggression
G Baptie
 
010_ESI-ppt (1).ppt
010_ESI-ppt (1).ppt010_ESI-ppt (1).ppt
010_ESI-ppt (1).ppt
RisdaArba1
 
010_ESI-ppt.ppt
010_ESI-ppt.ppt010_ESI-ppt.ppt
010_ESI-ppt.ppt
RisdaArba1
 
Guest lecture 2017 - There is no 'I' in Marketing
Guest lecture 2017 - There is no 'I' in MarketingGuest lecture 2017 - There is no 'I' in Marketing
Guest lecture 2017 - There is no 'I' in Marketing
Ruben Van Goethem
 
Modeling Sexual Selection with Agent-Based Models
Modeling Sexual Selection with Agent-Based ModelsModeling Sexual Selection with Agent-Based Models
Modeling Sexual Selection with Agent-Based Models
Esteban Ribero
 
Lec9 Adaptation
Lec9 AdaptationLec9 Adaptation
Lec9 Adaptation
Jeannie Stamberger
 
Moral Apes2
Moral Apes2Moral Apes2
Moral Apes2
Rick McKinnon
 
Evolutionary explanation
Evolutionary explanationEvolutionary explanation
Evolutionary explanation
G Baptie
 
Sexual selection
Sexual selectionSexual selection
Sexual selection
G Baptie
 
Sahnhar lec 5
Sahnhar lec 5Sahnhar lec 5
Sahnhar lec 5
Neil G. McPherson
 
Altruism theories
Altruism theoriesAltruism theories
Altruism theories
abonica
 
Social Psychology
Social PsychologySocial Psychology
Social Psychology
kbolinsky
 
Social Psychology
Social PsychologySocial Psychology
Social Psychology
kbolinsky
 
Social psychology
Social psychologySocial psychology
Social psychology
kbolinsky
 
Evolving for girls one welcome
Evolving for girls one welcomeEvolving for girls one welcome
Evolving for girls one welcome
ygdish
 
Ap psychology nature_vs_nurture
Ap psychology nature_vs_nurtureAp psychology nature_vs_nurture
Ap psychology nature_vs_nurture
kbolinsky
 
Evolve 7
Evolve 7Evolve 7
Evolve 7
zmiers
 

Similar to Evolutionary Game Theory (20)

2014.04.25 _NAEC Seminar_Jörgen Weibull
2014.04.25 _NAEC Seminar_Jörgen Weibull2014.04.25 _NAEC Seminar_Jörgen Weibull
2014.04.25 _NAEC Seminar_Jörgen Weibull
 
evolutionary_game_theory.pptx
evolutionary_game_theory.pptxevolutionary_game_theory.pptx
evolutionary_game_theory.pptx
 
Healey sdal social dynamics in living systems from microbe to metropolis
Healey sdal social dynamics in living systems from microbe to metropolis Healey sdal social dynamics in living systems from microbe to metropolis
Healey sdal social dynamics in living systems from microbe to metropolis
 
Evolutionary psychology - Aggression
Evolutionary psychology - AggressionEvolutionary psychology - Aggression
Evolutionary psychology - Aggression
 
010_ESI-ppt (1).ppt
010_ESI-ppt (1).ppt010_ESI-ppt (1).ppt
010_ESI-ppt (1).ppt
 
010_ESI-ppt.ppt
010_ESI-ppt.ppt010_ESI-ppt.ppt
010_ESI-ppt.ppt
 
Guest lecture 2017 - There is no 'I' in Marketing
Guest lecture 2017 - There is no 'I' in MarketingGuest lecture 2017 - There is no 'I' in Marketing
Guest lecture 2017 - There is no 'I' in Marketing
 
Modeling Sexual Selection with Agent-Based Models
Modeling Sexual Selection with Agent-Based ModelsModeling Sexual Selection with Agent-Based Models
Modeling Sexual Selection with Agent-Based Models
 
Lec9 Adaptation
Lec9 AdaptationLec9 Adaptation
Lec9 Adaptation
 
Moral Apes2
Moral Apes2Moral Apes2
Moral Apes2
 
Evolutionary explanation
Evolutionary explanationEvolutionary explanation
Evolutionary explanation
 
Sexual selection
Sexual selectionSexual selection
Sexual selection
 
Sahnhar lec 5
Sahnhar lec 5Sahnhar lec 5
Sahnhar lec 5
 
Altruism theories
Altruism theoriesAltruism theories
Altruism theories
 
Social Psychology
Social PsychologySocial Psychology
Social Psychology
 
Social Psychology
Social PsychologySocial Psychology
Social Psychology
 
Social psychology
Social psychologySocial psychology
Social psychology
 
Evolving for girls one welcome
Evolving for girls one welcomeEvolving for girls one welcome
Evolving for girls one welcome
 
Ap psychology nature_vs_nurture
Ap psychology nature_vs_nurtureAp psychology nature_vs_nurture
Ap psychology nature_vs_nurture
 
Evolve 7
Evolve 7Evolve 7
Evolve 7
 

More from Karobi Moitra CFD, MS, PhD

The story of DNA modified by Karobi Moitra
The story of DNA modified by Karobi MoitraThe story of DNA modified by Karobi Moitra
The story of DNA modified by Karobi Moitra
Karobi Moitra CFD, MS, PhD
 
The story of us: The journey of man by karobi moitra
The story of us:  The journey of man by karobi moitra The story of us:  The journey of man by karobi moitra
The story of us: The journey of man by karobi moitra
Karobi Moitra CFD, MS, PhD
 
Storytelling in STEM poster lily conference 2014 Karobi Moitra
Storytelling in STEM poster lily conference 2014 Karobi MoitraStorytelling in STEM poster lily conference 2014 Karobi Moitra
Storytelling in STEM poster lily conference 2014 Karobi Moitra
Karobi Moitra CFD, MS, PhD
 
Story telling in the classroom lilly conference presentation 2014 1hr session...
Story telling in the classroom lilly conference presentation 2014 1hr session...Story telling in the classroom lilly conference presentation 2014 1hr session...
Story telling in the classroom lilly conference presentation 2014 1hr session...
Karobi Moitra CFD, MS, PhD
 
I teach, what's your superpower? ccr fyi 2013
I teach, what's your superpower? ccr fyi 2013 I teach, what's your superpower? ccr fyi 2013
I teach, what's your superpower? ccr fyi 2013
Karobi Moitra CFD, MS, PhD
 
The panda's roots
The panda's roots The panda's roots
The panda's roots
Karobi Moitra CFD, MS, PhD
 
Darwin's voyage final
Darwin's  voyage finalDarwin's  voyage final
Darwin's voyage final
Karobi Moitra CFD, MS, PhD
 
BOC lecture 7 cell death
BOC lecture 7 cell deathBOC lecture 7 cell death
BOC lecture 7 cell death
Karobi Moitra CFD, MS, PhD
 
BOC 134 lecture - 7 Cell Death
BOC 134 lecture - 7 Cell DeathBOC 134 lecture - 7 Cell Death
BOC 134 lecture - 7 Cell Death
Karobi Moitra CFD, MS, PhD
 
Biology of cancer lectures 1 to 5 revision Karobi Moitra
Biology of cancer lectures 1 to 5 revision Karobi MoitraBiology of cancer lectures 1 to 5 revision Karobi Moitra
Biology of cancer lectures 1 to 5 revision Karobi Moitra
Karobi Moitra CFD, MS, PhD
 
Biology of cancer lecture 5 cell cycle Karobi Moitra
Biology of cancer lecture 5 cell cycle Karobi MoitraBiology of cancer lecture 5 cell cycle Karobi Moitra
Biology of cancer lecture 5 cell cycle Karobi Moitra
Karobi Moitra CFD, MS, PhD
 
Boc Lecture 4 the hallmarks of cancer km
Boc Lecture 4 the hallmarks of cancer  kmBoc Lecture 4 the hallmarks of cancer  km
Boc Lecture 4 the hallmarks of cancer km
Karobi Moitra CFD, MS, PhD
 
Boc Lecture 3 the multistep nature of cancer, Karobi Moitra
Boc Lecture 3 the multistep nature of cancer, Karobi MoitraBoc Lecture 3 the multistep nature of cancer, Karobi Moitra
Boc Lecture 3 the multistep nature of cancer, Karobi Moitra
Karobi Moitra CFD, MS, PhD
 
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
Karobi Moitra CFD, MS, PhD
 
Biology of cancer 134 L1 karobi moitra
Biology of cancer 134 L1  karobi moitraBiology of cancer 134 L1  karobi moitra
Biology of cancer 134 L1 karobi moitra
Karobi Moitra CFD, MS, PhD
 
Karobi Moitra 4 H Class Whale Of A Tale
Karobi Moitra  4 H Class Whale Of A TaleKarobi Moitra  4 H Class Whale Of A Tale
Karobi Moitra 4 H Class Whale Of A Tale
Karobi Moitra CFD, MS, PhD
 
Km Usuhs Class Improved1.2 Copy
Km Usuhs Class Improved1.2 CopyKm Usuhs Class Improved1.2 Copy
Km Usuhs Class Improved1.2 Copy
Karobi Moitra CFD, MS, PhD
 
Tears Of The Cheetah
Tears Of The CheetahTears Of The Cheetah
Tears Of The Cheetah
Karobi Moitra CFD, MS, PhD
 

More from Karobi Moitra CFD, MS, PhD (18)

The story of DNA modified by Karobi Moitra
The story of DNA modified by Karobi MoitraThe story of DNA modified by Karobi Moitra
The story of DNA modified by Karobi Moitra
 
The story of us: The journey of man by karobi moitra
The story of us:  The journey of man by karobi moitra The story of us:  The journey of man by karobi moitra
The story of us: The journey of man by karobi moitra
 
Storytelling in STEM poster lily conference 2014 Karobi Moitra
Storytelling in STEM poster lily conference 2014 Karobi MoitraStorytelling in STEM poster lily conference 2014 Karobi Moitra
Storytelling in STEM poster lily conference 2014 Karobi Moitra
 
Story telling in the classroom lilly conference presentation 2014 1hr session...
Story telling in the classroom lilly conference presentation 2014 1hr session...Story telling in the classroom lilly conference presentation 2014 1hr session...
Story telling in the classroom lilly conference presentation 2014 1hr session...
 
I teach, what's your superpower? ccr fyi 2013
I teach, what's your superpower? ccr fyi 2013 I teach, what's your superpower? ccr fyi 2013
I teach, what's your superpower? ccr fyi 2013
 
The panda's roots
The panda's roots The panda's roots
The panda's roots
 
Darwin's voyage final
Darwin's  voyage finalDarwin's  voyage final
Darwin's voyage final
 
BOC lecture 7 cell death
BOC lecture 7 cell deathBOC lecture 7 cell death
BOC lecture 7 cell death
 
BOC 134 lecture - 7 Cell Death
BOC 134 lecture - 7 Cell DeathBOC 134 lecture - 7 Cell Death
BOC 134 lecture - 7 Cell Death
 
Biology of cancer lectures 1 to 5 revision Karobi Moitra
Biology of cancer lectures 1 to 5 revision Karobi MoitraBiology of cancer lectures 1 to 5 revision Karobi Moitra
Biology of cancer lectures 1 to 5 revision Karobi Moitra
 
Biology of cancer lecture 5 cell cycle Karobi Moitra
Biology of cancer lecture 5 cell cycle Karobi MoitraBiology of cancer lecture 5 cell cycle Karobi Moitra
Biology of cancer lecture 5 cell cycle Karobi Moitra
 
Boc Lecture 4 the hallmarks of cancer km
Boc Lecture 4 the hallmarks of cancer  kmBoc Lecture 4 the hallmarks of cancer  km
Boc Lecture 4 the hallmarks of cancer km
 
Boc Lecture 3 the multistep nature of cancer, Karobi Moitra
Boc Lecture 3 the multistep nature of cancer, Karobi MoitraBoc Lecture 3 the multistep nature of cancer, Karobi Moitra
Boc Lecture 3 the multistep nature of cancer, Karobi Moitra
 
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
Biology of cancer, lecture 2 tumor viruses,oncogenes,tsgs
 
Biology of cancer 134 L1 karobi moitra
Biology of cancer 134 L1  karobi moitraBiology of cancer 134 L1  karobi moitra
Biology of cancer 134 L1 karobi moitra
 
Karobi Moitra 4 H Class Whale Of A Tale
Karobi Moitra  4 H Class Whale Of A TaleKarobi Moitra  4 H Class Whale Of A Tale
Karobi Moitra 4 H Class Whale Of A Tale
 
Km Usuhs Class Improved1.2 Copy
Km Usuhs Class Improved1.2 CopyKm Usuhs Class Improved1.2 Copy
Km Usuhs Class Improved1.2 Copy
 
Tears Of The Cheetah
Tears Of The CheetahTears Of The Cheetah
Tears Of The Cheetah
 

Recently uploaded

Standardized tool for Intelligence test.
Standardized tool for Intelligence test.Standardized tool for Intelligence test.
Standardized tool for Intelligence test.
deepaannamalai16
 
Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"
National Information Standards Organization (NISO)
 
The basics of sentences session 7pptx.pptx
The basics of sentences session 7pptx.pptxThe basics of sentences session 7pptx.pptx
The basics of sentences session 7pptx.pptx
heathfieldcps1
 
Educational Technology in the Health Sciences
Educational Technology in the Health SciencesEducational Technology in the Health Sciences
Educational Technology in the Health Sciences
Iris Thiele Isip-Tan
 
Leveraging Generative AI to Drive Nonprofit Innovation
Leveraging Generative AI to Drive Nonprofit InnovationLeveraging Generative AI to Drive Nonprofit Innovation
Leveraging Generative AI to Drive Nonprofit Innovation
TechSoup
 
Level 3 NCEA - NZ: A Nation In the Making 1872 - 1900 SML.ppt
Level 3 NCEA - NZ: A  Nation In the Making 1872 - 1900 SML.pptLevel 3 NCEA - NZ: A  Nation In the Making 1872 - 1900 SML.ppt
Level 3 NCEA - NZ: A Nation In the Making 1872 - 1900 SML.ppt
Henry Hollis
 
SWOT analysis in the project Keeping the Memory @live.pptx
SWOT analysis in the project Keeping the Memory @live.pptxSWOT analysis in the project Keeping the Memory @live.pptx
SWOT analysis in the project Keeping the Memory @live.pptx
zuzanka
 
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem studentsRHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
Himanshu Rai
 
Temple of Asclepius in Thrace. Excavation results
Temple of Asclepius in Thrace. Excavation resultsTemple of Asclepius in Thrace. Excavation results
Temple of Asclepius in Thrace. Excavation results
Krassimira Luka
 
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptxBIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
RidwanHassanYusuf
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
Nguyen Thanh Tu Collection
 
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptxPrésentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
siemaillard
 
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) CurriculumPhilippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
MJDuyan
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
Nguyen Thanh Tu Collection
 
How Barcodes Can Be Leveraged Within Odoo 17
How Barcodes Can Be Leveraged Within Odoo 17How Barcodes Can Be Leveraged Within Odoo 17
How Barcodes Can Be Leveraged Within Odoo 17
Celine George
 
skeleton System.pdf (skeleton system wow)
skeleton System.pdf (skeleton system wow)skeleton System.pdf (skeleton system wow)
skeleton System.pdf (skeleton system wow)
Mohammad Al-Dhahabi
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
iammrhaywood
 
Pharmaceutics Pharmaceuticals best of brub
Pharmaceutics Pharmaceuticals best of brubPharmaceutics Pharmaceuticals best of brub
Pharmaceutics Pharmaceuticals best of brub
danielkiash986
 
Bonku-Babus-Friend by Sathyajith Ray (9)
Bonku-Babus-Friend by Sathyajith Ray  (9)Bonku-Babus-Friend by Sathyajith Ray  (9)
Bonku-Babus-Friend by Sathyajith Ray (9)
nitinpv4ai
 
Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...
PsychoTech Services
 

Recently uploaded (20)

Standardized tool for Intelligence test.
Standardized tool for Intelligence test.Standardized tool for Intelligence test.
Standardized tool for Intelligence test.
 
Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"
 
The basics of sentences session 7pptx.pptx
The basics of sentences session 7pptx.pptxThe basics of sentences session 7pptx.pptx
The basics of sentences session 7pptx.pptx
 
Educational Technology in the Health Sciences
Educational Technology in the Health SciencesEducational Technology in the Health Sciences
Educational Technology in the Health Sciences
 
Leveraging Generative AI to Drive Nonprofit Innovation
Leveraging Generative AI to Drive Nonprofit InnovationLeveraging Generative AI to Drive Nonprofit Innovation
Leveraging Generative AI to Drive Nonprofit Innovation
 
Level 3 NCEA - NZ: A Nation In the Making 1872 - 1900 SML.ppt
Level 3 NCEA - NZ: A  Nation In the Making 1872 - 1900 SML.pptLevel 3 NCEA - NZ: A  Nation In the Making 1872 - 1900 SML.ppt
Level 3 NCEA - NZ: A Nation In the Making 1872 - 1900 SML.ppt
 
SWOT analysis in the project Keeping the Memory @live.pptx
SWOT analysis in the project Keeping the Memory @live.pptxSWOT analysis in the project Keeping the Memory @live.pptx
SWOT analysis in the project Keeping the Memory @live.pptx
 
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem studentsRHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
RHEOLOGY Physical pharmaceutics-II notes for B.pharm 4th sem students
 
Temple of Asclepius in Thrace. Excavation results
Temple of Asclepius in Thrace. Excavation resultsTemple of Asclepius in Thrace. Excavation results
Temple of Asclepius in Thrace. Excavation results
 
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptxBIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
BIOLOGY NATIONAL EXAMINATION COUNCIL (NECO) 2024 PRACTICAL MANUAL.pptx
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
 
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptxPrésentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
Présentationvvvvvvvvvvvvvvvvvvvvvvvvvvvv2.pptx
 
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) CurriculumPhilippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
 
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
 
How Barcodes Can Be Leveraged Within Odoo 17
How Barcodes Can Be Leveraged Within Odoo 17How Barcodes Can Be Leveraged Within Odoo 17
How Barcodes Can Be Leveraged Within Odoo 17
 
skeleton System.pdf (skeleton system wow)
skeleton System.pdf (skeleton system wow)skeleton System.pdf (skeleton system wow)
skeleton System.pdf (skeleton system wow)
 
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptxNEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
NEWSPAPERS - QUESTION 1 - REVISION POWERPOINT.pptx
 
Pharmaceutics Pharmaceuticals best of brub
Pharmaceutics Pharmaceuticals best of brubPharmaceutics Pharmaceuticals best of brub
Pharmaceutics Pharmaceuticals best of brub
 
Bonku-Babus-Friend by Sathyajith Ray (9)
Bonku-Babus-Friend by Sathyajith Ray  (9)Bonku-Babus-Friend by Sathyajith Ray  (9)
Bonku-Babus-Friend by Sathyajith Ray (9)
 
Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...Gender and Mental Health - Counselling and Family Therapy Applications and In...
Gender and Mental Health - Counselling and Family Therapy Applications and In...
 

Evolutionary Game Theory

  • 1. An Introduction to... Evolutionary Game Theory [without complex mathematics] Dr. Karobi Moitra BIOL 451 Evolution
  • 2. What is Game Theory? “Game theory is a study of how to mathematically determine the best strategy for given conditions in order to optimize the outcome” Find the best strategy to win!
  • 3. Rationality Assumptions: • humans are rational beings • humans always seek the best alternative in a set of possible choices Why assume rationality? • narrow down the range of possibilities • Predictability When would you not choose the best alternative?
  • 4. Game Theory Involves • Finding acceptable, if not optimal, strategies in conflict situations. • Game theory is highly mathematical eg: Strategy for playing chess • Game theory assumes all human interactions can be understood and navigated by presumptions.
  • 5. Why is game theory important? • All intelligent beings make decisions all the time. • Helps us to analyze situations more rationally and formulate an acceptable alternative with respect to circumstance.
  • 6. The Party Planner • Shelby is planning a party, and is worried about whether it will rain or not • The chances of rain are 33.3% on the day of the party • The party will be more fun outside • How does Shelby come to a decision?
  • 7. The Party Planner • Outside – 1 (1/3 rd) ~33.3% • Inside- 2 (2/3rds) ~66.6% Where do you think Shelby will hold the party if she makes the decision based on the game theory?
  • 8.
  • 9.
  • 10. The Party Planner • She should hold it outside since there is a 66% chance that it will not rain However, if Shelby is a cautious person she may hold it indoors or change the date to account for the predicted weather
  • 11. Basic Strategies 1. Plan ahead and look back 2. Use a dominating strategy if possible 3. Look for any equilibrium 4. Mix up the strategies
  • 13.
  • 14.
  • 15.
  • 16. Limitations & Problems • Assumes players always maximize their outcomes • Some outcomes are difficult to provide a utility for • Not all of the payoffs can be quantified • Not applicable to all problems
  • 17. Brief History of Game Theory • 1913 - E. Zermelo provided the first theorem of game theory asserts that chess is strictly determined • 1928 - John von Neumann proved the minimax theorem • 1944 - John von Neumann / Oskar Morgenstern’s wrote "Theory of Games and Economic Behavior” • 1950-1953, John Nash describes Nash equilibrium • 1972 - John Maynard Smith wrote “Game Theory and The Evolution of Fighting” http://william-king.www.drexel.edu/top/class/histf.html
  • 19. Definition: Nash Equilibrium “If there is a set of strategies with the property that no player can benefit by changing her strategy while the other players keep their strategies unchanged, then that set of strategies and the corresponding payoffs constitute the Nash Equilibrium. “ Source: http://www.lebow.drexel.edu/economics/mccain/game/game.html
  • 20. Nash Equilibrium • Informally, a set of strategies is a Nash equilibrium if no player can do better by unilaterally changing his or her strategy • It is the best strategy(ies)
  • 21. Evolutionary Game Theory “Evolutionary game theory differs from classical game theory by focusing more on the dynamics of strategy change as influenced not solely by the quality of the various competing strategies, but by the effect of the frequency with which those various competing strategies are found in the population”
  • 22. Rock- Paper- Scissors “An evolutionary game that turns out to be a children’s game is rock-paper-scissors. Anyone who has ever played this simple game knows that it is not sensible to have any favored play – your opponent will soon notice this and switch to the winning counter-play. “
  • 23. Rock-Paper-Scissors “The best strategy (a Nash equilibrium) is to play a mixed random game with any of the three plays taken a third of the time. This, in EGT terms, is a mixed strategy”
  • 24. Game theory: when social conditions determine behavioral strategies
  • 25. Evolutionary Game Theory • Natural selection replaces rational behavior • Survival of the fittest
  • 27. Game Theory in Evolution 1. Evolutionary Stable Strategy (ESS) 2. Sexual Selection 3. Social Interactions and the Evolution of Cooperation (Kin selection and altruism)
  • 28. 1. Evolutionary Stable Strategy “It is a Nash equilibrium that is evolutionarily" stable: once it is fixed in a population, natural selection alone is sufficient to prevent alternative (mutant) strategies from invading successfully. The theory is not intended to deal with the possibility of gross external changes to the environment that bring new selective forces to bear”
  • 29. ESS • An evolutionary stable strategy is a behavior that, when adopted by a population of players, cannot be invaded by an alternative strategy
  • 30. Evolutionary Stable Strategy Is the winning strategy…
  • 31. Evolutionary Stable Strategy • Introduced by Maynard Smith and Price (1973) • Strategy becomes stable throughout the population • Mutations becoming ineffective
  • 32. Hawk / Dove Game
  • 33. Hawke – Dove Game • The name "Hawk-Dove" refers to a situation in which there is a competition for a shared resource and the contestants can choose either conciliation or conflict; this terminology is most commonly used in biology and evolutionary game theory.
  • 34. • HAWK: very aggressive, always fights for some resource. • DOVE: never fights for a resource -- it displays in any conflict and if it is attacked it immediately withdraws before it gets injured.
  • 35. • Thus, in any conflict situation, dove will always lose the resource to a hawk, but it never gets hurt (never sustains a decrease in fitness) when confronting a hawk, and therefore the interactions are neutral with respect to the dove's fitness
  • 36. • Imagine a Hawk only population • Now imagine a Dove only population
  • 37. • • • • Hawk only population- fighting and unrest Dove only population- too peaceful None is the ideal situation None are ESS or in Nash Equilibrium
  • 38.
  • 39. ESS Many animals react aggressively or not depending on their opponents size or correlated features Male toads that clasps females before the eggs are laid and fertilized are often aggressively displaced by larger males but not by smaller ones. A male is unlikely to try to displace a mounted male that is larger than himself
  • 40. Evolutionary Stable Strategy Honest signals of the of the individual’s fighting ability or resource-holding potential Deceptive signals indicating greater fighting ability than the individual actually has Deceptive signals should be unstable in evolutionary time because selection would favor genotypes that ignored the signals, which having lost their utility would be lost in subsequent evolution Dishonest signals however are not uncommon Male fiddle crab Uca annulipes
  • 41. 2. Sexual Selection Sexual Selection by mate choice: The best mate should produce the best offspring
  • 42. Sexual Selection Sexual Selection by mate choice Sensory Bias Certain traits may be intrinsically stimulating and evoke a greater response simply because of the organization of the receptor’s sensory system In some species of the fish genus Xiphophorus part of the male tail is elongated into a “sword” Females preferred males with swords not only in Xiphophorus but also in the swordless genus Priapella
  • 43. Sexual Selection Sexual Selection by mate choice Direct Benefit to Choosy Females Male provides a direct benefit to the female or her offspring: nutrition, superior territory, parental care There is selection pressure on females to recognize males that are superior providers The preference selects for males with the distinctive correlated character
  • 44. Sexual Selection Sexual Selection by mate choice Indirect Benefits of Mate Choice Male provides no direct benefit to either the female or her offspring but contributes only his genes Alleles affecting female mate choice increase or decrease in frequency depending on the fitness of the females’ offspring. Thus females may benefit indirectly from their choice of mates
  • 45. Sexual Selection Sexual Selection by mate choice GOOD GENES MODEL (HANDICAP HYPOTHESIS) Because females risk substantial losses of fitness if their offspring do not survive or reproduce, one could argue that females should evolve to choose males with high genetic quality, so that their offspring will inherit “good genes” and so have a superior prospect of survival and reproduction Stickelback Fish Any male trait that is correlated with genetic quality (an indicator of good genes) could be used by females as a guide to advantageous matings, so selection would favor a genetic propensity in females to choose mates on this basis
  • 46. 3. Social Interactions and the Evolution of Cooperation “Explaining how altruism –which by definition reduces personal fitness– can arise by natural selection is a major problem, and the central theoretical problem of sociobiology”
  • 47. 3. Social Interactions and the Evolution of Cooperation Darwin’s theory of natural selection is based on individual advantage. Cooperative interactions seem antithetical to evolution by natural selection and require explanation Until 1960’s it was common for biologists to assume that cooperation had evolved because it benefited the population or species (group selection). The modern study of cooperation focus on individual selection.
  • 48. Social Interactions and the Evolution of Cooperation Prisoner's Dilemma C S Confess: C 3 1 Silent: S 4 2
  • 49. Social Interactions and the Evolution of Cooperation Prisoner's Dilemma The Prisoner's Dilemma game takes its name from the following scenario: You and a criminal associate have been busted. Fortunately for you, most of the evidence was shredded, so you are facing only a year in prison. But the prosecutor wants to nail someone, so he offers you a deal: if you squeal on your associate –which will result in his getting a five year stretch– the prosecutor will see that you are set free. Which sounds good, until you learn your associate is being offered the same deal – which would get you five years
  • 50. Social Interactions and the Evolution of Cooperation To cooperate, or not cooperate? This simple question, expressed in an extremely simple game, is a crucial issue across a broad range of life • Why shouldn't a barracuda eat the little fish that has just cleaned it of parasites • Fig wasps collectively limit the eggs they lay in fig trees. But why shouldn't any one fig wasp cheat and leave a few more eggs than her rivals? • At the level of human society, why shouldn't each of the villagers that share a common but finite resource try to exploit it more than the others? Yet barracudas, fig wasps, and villagers all cooperate. It has been a constant problem in evolutionary studies to explain how such cooperation should evolve, let alone persist, in a world of self-maximizing egoists
  • 51. Social Interactions and the Evolution of Cooperation DIRECT BENEFITS: NON-ENFORCED Cooperative behavior often evolves simply because it is advantageous to the individual Ex Joining flock or herd Ex Unrelated helpers and delayed benefit Pied kingfisher Ceryle rudis
  • 52. Social Interactions and the Evolution of Cooperation INDIRECT BENEFITS: KIN SELECTION: KIN DISCRIMINATION AND CANNIBALISM Many species of animals are cannibalistic preying on smaller individuals of the same species. Many such species discriminate kin from non-kin and are less likely to eat related individuals Tadpoles develop into: • Detritus and plant omnivores Associate more with their siblings • Cannibalistic carnivores Associate more with nonrelatives Carnivores eat siblings much less frequently than unrelated individuals Spadefoot Toad Scaphiopus bombifrons
  • 53. Kin selection Selection based on inclusive fitness Hamilton’s Rule An altruistic trait can increase in frequency if the benefit (B) received by the donor’s relatives weighted by their relatedness (r) to the donor, exceeds the cost (C) of this trait to the donor’s fitness: rB>C
  • 54. In evolutionary biology, an organism is said to behave altruistically when its behaviour benefits other organisms, at a cost to itself. The costs and benefits are measured in terms of reproductive fitness, or expected number of offspring. So by behaving altruistically, an organism reduces the number of offspring it is likely to produce itself, but boosts the number that other organisms are likely to produce
  • 55. Social Interactions and the Evolution of Cooperation SOCIAL INSECTS: ANT AND BEE COLONIES: VIDEO LINK- ALTRUISTIC WORKER BEES HTTP://WWW.YOUTUBE.COM/WATCH?V=VSCMSWOF8PY Eusocial animals Animals in which nearly or completely sterile individuals (workers) rear the offspring of reproductive individuals , usually their parents Known in Naked mole rat, termites, many hymenoptera Naked Mole Rat Heterocephalus glaber
  • 56. Where is game theory currently used? – Ecology – Evolutionary Biology – Networks – Economics – Politics – Conflict – Business
  • 57. Summary: Game Theory in Evolution 1. Evolutionary Stable Strategy (ESS) 2. Sexual Selection 3. Social Interactions and the Evolution of Cooperation (Kin selection and altruism)
  • 58.
  • 59.
  • 60. References • Wikipedia • http://williamking.www.drexel.edu/top/class/histf.html • http://www.lebow.drexel.edu/economics/mccain /game/game.html • SYMBOLIC SYSTEMS 202: The Rationality Debate (3 units) Winter Quarter 2003-2004, Stanford University Instructor: Todd Davies (handout) • Random .ppts from the internet- with no author names to acknowledge