Event Details
- Dates: 19 August 2021 12:00 pm - 19 August 2021 1:30 pm
- Time zone is AEST
- Categories: Access Grid Room seminars, Advanced Collaborative Environment seminars, Seminars
La Trobe Statistics and Stochastic Colloquium
Speaker: Dr Matias Quiroz, University of Technology Sydney
Time & Date: 12:00 noon, Thursday 19 August 2021
Venue: https://latrobe.zoom.us/j/98357628534
Abstract:
Spectral subsampling MCMC was recently proposed to speed up Markov chain Monte Carlo (MCMC) for long stationary univariate time series by subsampling periodogram observations in the frequency domain. This talk presents an extension of the approach to stationary multivariate time series. We also propose a multivariate generalisation of the autoregressive tempered fractionally differentiated moving average model (ARTFIMA). The new model is shown to provide a better fit compared to multivariate autoregressive moving average models for three real world examples. We demonstrate that spectral subsampling may provide up to two orders of magnitude faster estimation, while retaining MCMC sampling efficiency and accuracy, compared to spectral methods using the full dataset.
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