IE 522

Fall 2012 All Classes

All Classes

Credit: 4 hours.

Methods of statistical modeling of signals and systems with an emphasis on finance applications. Review of linear algebra, probability theory, and spectral analysis; Linear Time Invariant (LTI) and ARX models; least-squares, maximum-likelihood, non-parametric, and frequency-domain methods; convergence, consistency and identifiability of linear models; asymptotic distribution of parameter estimates; techniques of model validation; Principle Component Analysis (PCA) for dimension reduction; ARCH and GARCH processes and their related models; implementation, application, and case-studies of recursive identification; Monte Carlo simulation.

Credit is not given for both IE 522 and GE 524. Prerequisite: MATH 415.

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IE 522 class schedule data for fall 2012
CRN Type Section Time Day Location Instructor Section Details
55481
Lecture-Discussion
A
2:00PM -3:20PM
TR
Mechanical Engineering Bldg
Feng, L
Wang, F
Chen, J
Part of Term:
1
Date Range:
08/27/12-12/12/12
Restriction(s):
Restricted to MS: Financial Engineering.
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