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Materials for Time Series Analysis Training Session offered as part of NMFS' Office of Science and Technology's Protected Species Assessment Workshop in La Jolla, CA from Feb 11-14, 2019.

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Protected Species Assessment Workshop (PSAW) II

Time Series Analysis Training Session

These are materials for the Time Series Analysis Training Session offered as part of NMFS' Office of Science and Technology's Protected Species Assessment Workshop in La Jolla, CA from February 11-14, 2019.

Instructor

Mark Scheuerell
Fish Ecology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle WA USA

Date & Location

Monday, February 11, 2019

Eckart Sea Cave, Scripps Institute of Oceanography, La Jolla, CA

Schedule & topics

Session 1: Introduction to time series analysis

8:30 - 10:00

  • Characteristics, autocorrelation, cross-correlation

  • White noise, random walks and biased random walks

  • AR(p), MA(q), ARMA(p,q) models


Break

10:00 - 10:15


Session 2: Introduction to state-space models

10:15 - 11:15

  • Univariate state-space models

  • Multivariate state-space models


Break

11:15 - 11:30


Session 3: Additional state-space models

11:30 - 12:30

  • Regression with auto-correlated errors

  • Dynamic Factor Analysis (DFA)

  • Dynamic Linear Models (DLMs)


Disclaimer

This repository is a scientific product and is not official communication of the National Oceanic and Atmospheric Administration, or the United States Department of Commerce. All NOAA GitHub project code is provided on an ‘as is’ basis and the user assumes responsibility for its use. Any claims against the Department of Commerce or Department of Commerce bureaus stemming from the use of this GitHub project will be governed by all applicable Federal law. Any reference to specific commercial products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply their endorsement, recommendation or favoring by the Department of Commerce. The Department of Commerce seal and logo, or the seal and logo of a DOC bureau, shall not be used in any manner to imply endorsement of any commercial product or activity by DOC or the United States Government.

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Materials for Time Series Analysis Training Session offered as part of NMFS' Office of Science and Technology's Protected Species Assessment Workshop in La Jolla, CA from Feb 11-14, 2019.

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