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STAT 6615: Advanced Methods for Time Series Data

Credits: 3. Contact Hours: Lecture 3.

Prereq: STAT 5615 and STAT 6542
Estimation and distributional theory for time series, generalized estimating functions, M-estimation, frequency domain estimation. Limit theorems under time dependence, mixing, long-memory. Approximations of sampling distributions and standard errors for time series statistics, bootstrap, subsampling. Offered even-numbered years. (Typically Offered: Fall)