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News and Notes 226

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will cover up to and including 'The Web as Network' ... Sending Christmas cards. people send to those they expect will send to them ... – PowerPoint PPT presentation

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Title: News and Notes 226


1
News and Notes 2/26
  • Homework 2 due now
  • Midterm March 4 (one week from today)
  • will cover up to and including The Web as
    Network
  • closed book absolutely no auxiliary materials
    allowed
  • no notes, books, articles, calculators, laptops,
    spatulas, etc.
  • Part or all of Tuesdays class will be a midterm
    review

2
Context, Motivation and Influence the Emergence
of the Global from the Local
  • Networked Life
  • CSE 112
  • Spring 2004
  • Prof. Michael Kearns

3
So Far We Have
  • Examined a wide variety of network types and
    specifics
  • types content, technological, social, physical,
    etc.
  • specifics the web, Kevin Bacon graph, nervous
    system, etc.
  • but a rather limited variety of processes on
    networks
  • navigation forwarding letters or messages
  • search finding relevant pages on the web
  • have primarily examined relatively passive
    activities
  • In reality, many kinds of activities in (human)
    networks are
  • based on preferences, desires and goals
  • involve direct or indirect interaction with
    others
  • entail interdependent behaviors
  • Broadly speaking, we are entering the domains of
  • social science
  • psychology
  • economics and game theory

4
Examples from Schelling and Beyond
  • Going to the beach or not
  • too few ? youll go, making it more crowded
  • too many ? you wont go, or will leave if youre
    there
  • Sending Christmas cards
  • people send to those they expect will send to
    them
  • everybody hates it, but no individual can break
    the cycle
  • Investing in an apartment fire sprinkler
  • only worth it if enough people do it
  • insurance companies wont discount for it
  • Choosing where to sit in the Levine Auditorium

5
Sitting in Levine
  • Would anyone like to change their seat now?
  • Common desires
  • having a buffer zone
  • being near an exit or aisle
  • not wanting to sit in front of someone
  • not wanting to have to climb over people
  • not wanting to be climbed over
  • preferring the front, back, or middle rows
  • 25 liked their seats, 5 indifferent, 1 disliked
  • may the rest of your lives be so enjoyable
  • 25 sat in the same place every class, 5 move
    around
  • suppose the auditorium were half the size
  • Global desires 18 described a different
    arrangement
  • move everyone forward
  • evenly distributed

6
Choice Quotes
  • I want to put my feet on the chair in front of
    me, but I dont want feet near my head.
  • I would try to fulfill the preferences of as
    many people as possible, instead of completely
    satisfying only a few.
  • All the smart, cute boys would sit near me, and
    all the other girls can go to the very back.
  • My seat would lie where there is the most space
    between me and the other people.
  • I would want to sit in the last third of the
    auditorium but would also want some people
    sitting behind me.
  • I would be in the third or fourth row with
    nobody in my row who had to get up and leave.
    About 10 people would fill the two rows in front
    of me, and everyone else would be either on the
    right side (so they dont walk over me if they
    leave) or behind me in the back 2/3 of the room.
  • I am assuming everyone is happy with their seat
    because the auditorium is empty enough.

7
Global Conflict from Local Preferences
  • You cant all sit in the back or front rows
  • You cant all have too large a buffer zone
  • If you like sitting on the aisle, but dont like
    being climbed over, youll probably be unhappy
    sooner or later
  • e.g. by people who like sitting in the middle
  • You cant have too many who are far from the
    crowd
  • You cant all be in the back 1/3 with some behind
    you
  • Etc. etc. etc.
  • Everyone may have personal preferences that
  • are rather mild
  • can easily all be fulfilled with a small (or
    large) enough group
  • but are collectively impossible with the current
    group size
  • The impossibility may be subtle and diffuse
  • think of an overconstrained system of equations

8
Equilibrium Analysis
  • Have a complex system of interacting individuals
  • each with his or her own preferences, desires,
    goals, etc.
  • each adjusting their behavior in response to
    others
  • each trying to selfishly improve their own
    situation
  • Equilibrium
  • a global situation (choice of individual
    behaviors)
  • in which no individual wants to change their
    behavior unilaterally
  • A stable state or fixed point of the behavioral
    dynamics
  • Not necessarily desirable
  • for individuals
  • for the global population
  • just a situation nothing can do anything about
    (by themselves)
  • But without equilibria, its difficult to
  • describe how the system will evolve
  • judge the goodness or badness of collective
    outcomes
  • discuss how we might influence collective
    outcomes

9
Roadmap Next 5 Weeks
  • Micromotives and Macrobehavior (Schelling)
  • market economies vs. more general social systems
  • tipping and cascading in social systems
  • Game Theory and Economics
  • generalization and formalization of equilibrium
    notions
  • Nash, correlated, market, and other equilibria
  • games and markets on networks
  • Interdependent Security Games
  • tipping and cascading in airline security
  • influence of network structure
  • Behavioral Game Theory
  • merging psychology with economics
  • network effects
  • Evolutionary Game Theory
  • optimize or mimic?

10
Schelling Quotes
  • On the amorality of equilibrium analysis
  • The body of a hanged man is in equilibrium when
    it stops swinging, but nobody is going to insist
    that the man is all right.
  • On contingent and interdependent behavior
  • If your problem is that there is too much
    traffic, you are part of the problem.
  • On the open-ended influence of apparently closed
    markets
  • The market for pets does not reflect the
    interest of bird lovers in the market for cats.
  • On inescapable accounting identities
  • Any one of us can get rid of Canadian quarters
    by passing them on, but collectively we cannot.

11
Schellings Morals
  • Generalized social systems vs. economics
  • economics is special case of voluntary
    participation
  • but both share many important concepts --- e.g.
    equilibrium analysis
  • Cannot infer individual preferences from global
    outcome
  • due to frequent unilateral nature of
    equilibrium/outcome
  • individuals may be trapped in the system
  • Global outcome may violate everyones common
    wishes
  • we might all be trapped
  • then how did we get here, and why cant we
    escape?
  • The prevalence of critical mass phenomena
  • what happens when not enough or too many engage
    in some behavior
  • Social systems often show cascading and tipping
  • we become trapped by incremental, myopic,
    self-interested behavior
  • final can be highly influenced by initial
    conditions

12
The Market for Lemons
  • People who are selling bad used cars know it
  • People who are buying used cars dont know which
    are bad
  • Buyers average (expected) fraction of lemons into
    prices
  • a low price for a good car ? discourages sellers
    of good cars
  • a high price for a lemon ? encourages sellers of
    lemons
  • So, the fraction of lemons increases
  • Now even average cars are undervalued and leave
    market
  • Which means an even higher fraction of lemons,
    etc.
  • Note evolution occurs even if lemons are
    initially rare!
  • Generalizes to many settings with asymmetric
    information
  • insurance companies and people with diseases,
    suicidal tendencies,
  • Market may unravel entirely due to such processes

13
Volleyball, Critical Mass and Tipping
  • Consider activities where the number who will
    participate depends on the (expected) number
    participating
  • Schellings examples volleyball and seminars
  • but also going to the movies, Internet downloads,
    voting,
  • individuals may be (e.g.) computer programs
  • May prefer crowds, solitude, or some precise
    balance
  • Different people may have different preferences
  • Dynamics can often be conceptualized in a diagram
  • To compute what will happen from a given starting
    point
  • go up to the curve from the starting point
  • go from current point on curve horizontally (left
    or right) to diagonal
  • go from diagonal vertically (up or down) back to
    curve
  • keep repeating last two steps
  • Can get equilibria (stable or unstable), cycles
    (limited or not)

14
Local Preferences and Segregation
  • Special case of preferences housing choices
  • Imagine individuals who are either red or
    blue
  • They live on in a grid world with 8 neighboring
    cells
  • Neighboring cells either have another individual
    or are empty
  • Individuals have preferences about demographics
    of their neighborhood
  • Here is a very nice simulator
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