Welcome to Dynamic Models
and Computational Methods in Economics
Spring 2012. Wednesdays 9:50am to 12:40pm. N-603 and Computer Lab.
Office Hours
Hugo Benitez-Silva: Wednesdays 4pm and by appointment.(SBS S-649).
Syllabus
Announcements
Assignments
For the Week of January 25 and February 1, 2012:
Read the notes on Stochastic Decision Problems.
Also Chapters 2 and 3 in Ljungqvist and Sangent's book,
and Chapter 12 in Judd's book.
Read the NBER paper by Judd I linked below, and Rust's discussions on
economic complexity that I also link below. As well as Rust's recent
piece on dynamic programming, and a paper by Keane on structural
models, and Rust's response to it.
Notes on
Stochastic Decision Problems: Theory
Judd's insights on
Computational Economics and its connection with Economic Theory.
Rust's insights on
Computational and Economic Complexity.
An Overview
of Dynamic Programming by John Rust.
Structural vs. Atheoretic Approaches to Econometrics, by Michael Keane.
Comments
by John Rust on the paper by Michael Keane titled
"Structural vs. Atheoretic Approaches to Econometrics".
Also, read the short paper by Wolpin in AER, May 2007, pages 48-52.
Review paper on the estimation of Dynamic Discrete Choice Structural Models
by Aguirregabiria and Mira. No need to read it right now, but useful reference to have.
Also very interesting and a good reference is Manuel Santos' chapter in the Handbook of
Macroeconomics (Chapter 5) titled "Numerical Solution of Dynamic Economic Models."
For the Week of February 8 and February 15, 2012:
Read Phelps (1962), Levhari and Srinivasan (1969) and Hakansson (1970). We will
talk about these models in class on,
and some code will be provided in the next weeks to
solve a related model.
If you are interested in the topic read also Thurow (1969), Nagatani (1972),
Miller (1974), Zeldes (1989a), Zeldes (1989b), Deaton (1991),
Van Der Ploeg (1993), and Heckman (1974)
Derivation of
the finite horizon counterpart of the Phelp's problem using CRRA.
Assignment 1: Due March 7, 2012
In class we derived the closed form solution of
the Phelp's problem for log utility.
Do the same for the CRRA (Levhari and Srinivasan) and
CARA (Hakansson, but under certainty) utility function.
Moreover, solve a finite horizon version of this problem for the
log utility case (or one of the other utility functions).
Choose one of these derivations and
hand them in. The ideal is that you do one infinite
horizon and one finite horizon, but not one of the cases we did in class.
Hint for calculating
the infinite horizon with CARA.
For the Week of February 22 and February 29
Notes on
Discrete Approximation of Continuous State Finite Horizon MDPs
Notes on
Quadrature Integration and Quadrature Grids
Notes on
Drawing from arbitrary distributions: the Probability Integral Transform.
Notes on
Bisection for Solving Non-linear functions, and Finite Differences Derivative Methods.
Notes on Monte Carlo and Quasi
Monte Carlo Integration.
For the Week of April 11 and April 25
Assignment 2:
Due May 7, 2012.
Notes on Life-Cycle Models.
Notes on Models with Income Uncertainty.
Zeldes 1989, QJE
For the Week of April 18, April 25, and May 2nd
Derivative Security Pricing
Next Step
For Final Take Home Exam Due May 28, 2012
Final Take Home Exam
Additional Useful notes on Material not covered in class
Notes on Solving
Infinite Horizon DP Problems. Policy Iteration Method
Parametric
Policy Iteration Method
Infinite Horizon MDPs
Smooth Approximation Methods
Polynomial Approximation I
Polynomial Approximation II
Useful Links
Unix: Beginners Guide
Gauss: the basics
Gauss: Comprehensive User's Guide
Matlab: A Primer
Matlab: a guide written
by those that commercialize the software
Gauss and Matlab Code
vi editor tutorial
emacs editor tutorial
pico editor tutorial
Fortran tutorials
C tutorials
Other Resources
Consumption and Capital Accumulation Under Uncertainty.
Phelps, Ecta 1962
Hakansson, Ecta 1970
Levhari and Srinivasan, RESTUD 1969
Samuelson, RESTAT 1969
Merton, RESTAT 1969
Fama, AER 1970
Mossin, Journal of Business 1968.
Thurow, AER 1969.
Nagatani, AER 1972
A Dynamic Programming Model of the Consumption Function. Martin J. Beckmann (1959). CFDP 68.
Van Der Ploeg, RESTUD (1993).
Miller, Ecta (1974).
Zeldes, QJE (1989a).
Zeldes, JPE (1989b).
Deaton, Ecta (1991)
Heckman, AER (1974)
The Life-Cycle Model of Consumption and Saving. Martin Browning and Thomas F. Crossley, J. of E. Perspectives (2001).
Other Supporting Material
How to write a successful proposal. This is a roadmap to success.
Community of Science. Grant Information
National Science Foundation. Grant Information
Inomics. Conferences and Job Openings
SSRN. Conferences and Job Openings
This way to my research homepage
email-me
Updated May 11, 2012