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RAKESH VOHRA

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CS and ECON RAKESH VOHRA KELLOGG SCHOOL OF MANAGEMENT NORTHWESTERN UNIVERSITY Brief History of Interactions Brief History of Interactions So, 5 minutes? – PowerPoint PPT presentation

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Title: RAKESH VOHRA


1
CS and ECON
  • RAKESH VOHRA
  • KELLOGG SCHOOL OF MANAGEMENT
  • NORTHWESTERN UNIVERSITY

2
Brief History of Interactions
3
Brief History of Interactions
  • So, 5 minutes?

4
What is CS?
5
What is CS?
  • Conception has changed over time
  • Subjects once central have moved to the
    periphery, e.g., Numerical Analysis
  • Subjects once on the periphery are closer to the
    center, e.g., statistics (data mining,
    clustering, classification, inference)
  • Border is porus Combinatorial Optimization,
    Graph Theory, Combinatorics, Logic
  • Even with subfields there is enormous variance,
    e.g., AI.

6
What is ECON?
7
What is ECON?
  • Debate about it's definition, scope and label
    since inception.
  • Whatley Catallactics (Science of Exchange)
  • Robbins
  • is the science which studies human behavior as a
    relationship between ends and scarce means which
    have alternative uses.'

8
Obvious Similarities
  • Vintage (Victorian)
  • Employment of Mathematics (discrete vs.
    continuous)
  • Imperial each holds a perspective that is
    believed to have universal application

9
John von Neuman
  • Game Theory
  • Duality theorem of linear programming.
  • Cellular automata.
  • Merge Sort algorithm (according to Knuth)
  • Pseudorandom numbers

10
Gaspard de Prony (1755-1839)
  • Charged to produce log and trig tables to between
    14 and 29 decimal places.
  • Inspired by Adam Smith's analysis of division of
    labor

11
Gaspard de Prony (1755-1839)
  • I conceived all of a sudden the idea of applying
    the same method to the immense work with which I
    had been burdened, and to manufacture logarithms
    as one would manufacture pins'.

12
de Pronys Machine
  • Hierarchy of 3 levels
  • Top
  • Adrien Legendre and Lazare Carnot
  • decided on the formulas to be used in
  • the calculations.

13
de Pronys Machine
  • Middle Given the mathematical formulas to be
    used, organized the computations and compiled the
    results ready for printing.
  • Bottom 60-80 unemployed hairdressers who
    performed the actual computations that required
    only addition and subtraction.

14
Babbage
  • On the Economy of Machinery and Manufactures
    (1835)
  • Introduces notion of economies scale.
  • Division of labor impacts not just output, but
    wages.

15
Babbage
  • The present volume may be considered as one of
    the consequences that have resulted from the
    Calculating-Engine, the construction of which I
    have been so long superintending.

16
Algorithms
17
Algorithms in Economics
  • Procedure, Process, Protocol, Tatonnement and
    Mechanism
  • Proposal algorithm
  • Top Trading Cycle Algorithm

18
Algorithms in Economics
  • Ascending Auctions
  • Fictitious Play
  • Backward Induction
  • Rationalizability

19
Algorithm as Existence Proof
  • Stable Matching and House Allocation
  • Rationalizability of Preferences

20
Algorithm as Mechanism
  • Auctions
  • Preference Aggregation - Consensus methods

21
Algorithm as Model/Dynamic
  • Hannan Theorem/Experts Theorem
  • Approachability
  • Reinforcement learning
  • Search Models in Matching Markets
  • Replicator Dynamics

22
Complexity
23
Complexity Bounded Rationality
  • Herbert Simon
  • Bounded Depth Automata
  • Incomplete Contracts
  • Imitability
  • Organizational Design (Babbage and de Prony!)

24
Complexity Communication
  • Organizational Design
  • Size of Message Spaces

25
Complexity Computation
  • Hardness of Computing Equilibrium
  • Hardness of Manipulation (voting, forecasting)
  • MDP's
  • Groebner basis

26
Complexity Description
  • Kolmogorov-Entropy
  • Strategies in Repeated Games

27
Complexity Learning
  • VC dimension
  • Vapnik-Chervonenkis

28
Mediation, Trust Privacy
  • Reputation/Repetition
  • Implementation without a mediator
  • Multiparty computation
  • Preference revelation
  • Indirect vs. Direct mechanisms

29
Epistemology
  • Role of Knowledge in Games
  • e-mail game, general's dilemma
  • TARK

30
Social Networks
  • Formation
  • Information Transmission
  • Distribution of wealth, income
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