Title: News and Notes 226
1News 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
2Context, Motivation and Influence the Emergence
of the Global from the Local
- Networked Life
- CSE 112
- Spring 2004
- Prof. Michael Kearns
3So 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
4Examples 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
5Sitting 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
6Choice 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.
7Global 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
8Equilibrium 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
9Roadmap 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?
10Schelling 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.
11Schellings 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
12The 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
13Volleyball, 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)
14Local 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