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CSCI 599, Fall 2010
Algorithms for the New Age:
Games, Economics, Networking, & Data Analysis

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What's new?

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 Course Info:

 


Course descriptions and objectives

This is a research oriented course in theoretical computer science and its interdisciplinary applications. This year, I will focus more on computational game theory and computational economics.


Instructor

Professor Shang-Hua Teng
Office hours: Monday 4:00 -- 5:00pm or by appointment;
Email : shanghua[]usc.edu

TA

No TA is assignged for this class 

Textbook

Algorithmic Game Theory
Noam Nisan, Tim Roughgarden, Eva Tardos, and Vijay Vazirani

Research papers

Lectures

2:00 -- 5:00 pm Wednesday  

Grades

Term paper, notes taking, class presentation

Exams

no exam

Homework

Term paper and class presentation

Integrity

Plagiarism and other anti-intellectual behavior will be dealt with severely. This includes the possibility of failing the course or being expelled from the University. 

 

Course Outline (subject to changes)

Lec#
Date
Topic and/or Event Reading Notes
1
8/25
Class organization:

Games and Optimization
      Some Examples of games
      Best responses and Nash equilibrium

Exchange Markets
      Adam Smith and Leon Walras

the textbook
Search on the Web
      "google Market Equilibrium"
      C. Papadimitriou "The Complexity of the Parity Argument and Other Inefficient proofs of Existence" (1991)
      "google Game Theory"
      K. J. Arrow and G. Debreu. "Existence of an equilibrium for a competitive economy". Econometrica 22:265-290 (1954).
      "google Arrow, Debreu, McKenziey"
pdf, latex
2
9/1
Best response dynamics
Graphs of best responses
Types of games and equilibria
      Sinks in Potential games
      Fixed points
      Equilibria by chance
the textbook
Search on the Web
      "google Potential Games"
      Potential Games, D. Monderer, L. Shapley, 1994
      "google Congestion Games"
      "google Scheduling Games"
      "google Nash equilibrium"
      Berthold Vocking, "Congestion Games: Optimization in Competition"
pdf, latex
3
9/8
Potential Games
      Games of scheduling
      Congestion games
      Price of anarchy
      Coordination mechanisms
the textbook
Search on the Web
      Yossi Azar, Kamal Jain, Vahab Mirrokni: "(Almost) Optimal Coordination Mechanisms for Unrelated Machine Scheduling"
      "google Delaunay triangulation and flip algorithm"
      "google colation games"
      "google Price of Anarchy"
      R. W. Rosenthal. "A class of games possessing pure-strategy Nash equilibria." Int. Journal of Game Theory, 2:65-67, 1973.
      H. Ackermann, H. Roglin, and B. Vocking. "On the impact of combinatorial structure on congestion games." In FOCS, 613 --622, 2006.
pdf,
Notes by Vasilis Natranos on cost sharing network routing game
4
9/15
Price of anarchy

Complexity of potential equilibrium: PLS

General Equilibrium Theorem
      Arrow-Debreu's Equilibrium Theorem
      Markets with Social influence

the textbook
Search on the Web
research papers
      "google Price of Anarchy"
      Elias Koutsoupias, Christos H. Papadimitriou "Worst-case equilibria". Computer Science Review 3(2): 65-69, 2009.
      G. Christodoulou and E. Koutsoupias. "The price of anarchy of finite congestion games." STOC, pages 67--73, Baltimore, MD,USA, 22--24 May, 2005
      Tim Roughgarden and Eva Tardos. "How Bad is Selfish Routing?", Journal of the ACM, 49(2):236--259, March 2002.
      Tim Roughgarden, "Potential Functions and the Inefficiency of Equilibria", International Congress of Mathematicians, 2006.


      How Easy is Local Search?, D. S. Johnson, C. H. Papadimitriou and M. Yannakakis, Journal of Computer and System Sciences, 37:1 (1988), 79-100
      Alex Fabrikant, Christos Papadimitriou, and Kunal Talwar, "The Complexity of Pure Nash Equilibria". In Proc. of STOC 2004, pages 604-612.


      K. J. Arrow and G. Debreu. "Existence of an equilibrium for a competitive economy". Econometrica 22:265-290 (1954).
      Xi Chen, Shang-Hua Teng "A Complexity View of Markets with Social Influence"

 
5
9/22
Fixed Point Theorem
      Sperner's Lemma
      Brouwer's Fixed Point Theorem
      Kakutani's Fixed Point Theorem
the textbook
Search on the Web
research papers
      "google Sperner Lemma"
      "google Brouwer Fixed Point"
      "google Kakutani Fixed Point"
pdf, latex
6
9/29
Equilibrium Theorem
      Nash's Equilibrium
      Arrow-Debreu's Equilibrium
      Equilibrium in market with social influence
the textbook
Search on the Web
research papers
 
7
10/6
Auction and Mechanism Design the textbook
Search on the Web
research papers
pdf, latex
8
10/13
Combinatorial Auction the textbook
Search on the Web
research papers
 
9
10/20
PPAD and the Complexity of Equilibrium Computation
Guest lecture: by Xi Chen of Columbia University
      Two-Player Nash Equilibrium
      Arrow-Debreu Equilibrium in markets with additively separable utilities
the textbook
Search on the Web
research papers
pdf, latex
10
10/27
Revenue-maximizing auctions

Student Presentation 1:
      Shuo Liu and Kai Song: Profit sharing using Shapley value.
Student Presentation 2:
      Dimitris Papailiopoulos and Vasilis Ntranos: game theoretic results for multiple user wireless environments
Student Presentation 2+1:
      Harsha Honnappa: Game theory in Queueing networks

the textbook
Search on the Web
research papers
 
11
11/3
Student Presentation 3
      Chakrit Yau: Game Theory and Emotion/Behavior (May move up to 10/27) Student Presentation 4
      Joseph Bebel, Anand Narayanan, Henry Yuen: Sink equilibria and convergence (or better)
Student Presentation 5
the textbook
Search on the Web
research papers
 
12
11/10
Student Presentation 6
      Sasank Vijayan and Cheng Lu: Coordination mechanisms and potential games
      (congestion with time)
Student Presentation 8
      John Kim: Game theory in recreational games.
Presentation 8 +1
      Po-An
the textbook
Search on the Web
research papers
 
13
11/17
No Class due to travel the textbook
Search on the Web
research papers
 
14
11/24
No class --- Happy Thanksgiving    
15
12/1
Student Presentation *:
      Sumit Agarwal: Maximal Seller Profit with Minimal Buyer Regret in a Competitive Economy (may move up)
Student Presentation *:
      Rachel Cummings and Mahyar Salek:
Student Presentation *
      Arash Saber: Graphical Games
the textbook
Search on the Web
research papers
 
15
12/3
Place: SAL 222 (Notice the new classroom)

Student Presentation *:
      Scott Alfeld and Levinboim Tomer
Student Presentation *
      Tunwattanapong Sarun
Student Presentation *
      Arash Saber Tehrani Student Presentation *:
      Yanting Wu and Liang Huang:Intrinsic Robustness of the Price of Anarchy

the textbook
Search on the Web
research papers