[R-sig-eco] Time Series Data Analysis (TSDA01)
Oliver Hooker
o||verhooker @end|ng |rom pr@t@t|@t|c@@com
Wed Oct 27 20:50:22 CEST 2021
Time Series Data Analysis (TSDA01)
14 December 2021 - 17 December 2021
https://www.prstatistics.com/course/time-series-data-analysis-tsda01/
Please feel free to share.
Course overview:
This course covers introductory modelling for the analysis of time series
data. The main focus of the course is on data observed at regular
(discrete) time points but later modules cover continuously-observed data.
The methods are presented both at a theoretical level and also with
practical examples where all code is available. The practical classes
include instructions on how to use the popular forecast package. The second
half of the course looks at Bayesian time series analysis which is
extremely customisable to bespoke data analysis situations.
The course is structured over 5 days, covering the following topics:
1. Revision; likelihood; time series data sets; linear and generalised
linear models. Practical sessions on running glms in R and loading/saving
data
2. Autoregressive (AR) models; Autoregressive moving average (ARMA)
models; integrated models (ARIMA). Practical sessions on using the
forecast package to fit ARIMA models
3. Including covariates in ARIMA models (ARIMAX); Bayesian inference for
time series; time series analysis and model choice. Practical sessions on
finding the best time series model for your data set
4. Seasonality in time series data; stochastic volatility models;
fitting Bayesian time series models. Practical session on fitting Bayesian
time series models
5. Continuous time series with Brownian motion and Ornstein-Uhlenbeck
processes; change point analysis; multivariate time series analysis. Open
afternoon session – bring your own data set.
PR STATISTICS - 22 LIVE ONLINE STATS COURSES
Please feel free to share.
Email oliverhooker using prstatistics.com with any questions
ECOLOGY
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SPECIES DISTRIBUTION MODELLING WITH BAYESIAN STATISTICS IN R (SDMB03)
Online (live and recorded) 6 December 2021 - 10 December 2021
https://www.prstatistics.com/course/species-distribution-modelling-with-bayesian-statistics-in-r-sdmb03/
STABLE ISOTOPE MIXING MODELS USING SIBER, SIAR, MIXSIAR (SIMM08)
Online (live and recorded) 1st February 2022 - 4th February 2022
https://www.prstatistics.com/course/stable-isotope-mixing-models-using-r-simm08/
SPECIES DISTRIBUTION MODELING USING R (SDMR04)
Online (live and recorded) 2nd February 2022 - 10th February 2022
https://www.prstatistics.com/course/species-distribution-modeling-using-r-sdmr04/
INTRODUCTION TO ECO-PHYLOGENETICS AND COMPARATIVE ANALYSES USING R (ECPH01)
Online (live and recorded) 7th February 2022 - 11th February 2022
https://www.prstatistics.com/course/introduction-to-eco-phylogenetics-and-comparative-analyses-using-r-ecph01/
BIOACOUSTICS FOR ECOLOGISTS: HARDWARE, SURVEY DESIGN AND DATA ANALYSIS
(BIAC02)
Online (live and recorded) 22nd March 2022 - 24th March 2022
https://www.prstatistics.com/course/bioacoustics-for-ecologists-hardware-survey-design-and-data-analysis-biac02/
MULTIVARIATE ANALYSIS OF ECOLOGICAL COMMUNITIES IN R WITH THE VEGAN PACKAGE
(VGNR04)
12th September 2022 - 16th September 2022
https://www.prstatistics.com/course/multivariate-analysis-of-ecological-communities-in-r-with-the-vegan-package-vgnr04/
ADVANCES IN SPATIAL ANALYSIS OF MULTIVARIATE ECOLOGICAL DATA: THEORY AND
PRACTICE (MVSP04)
Online (pre-recorded with live support) 25th April 2022 - 29th April 2022
https://www.prstatistics.com/course/advances-in-spatial-analysis-of-multivariate-ecological-data-theory-and-practice-mvsp04/
FUNCTIONAL ECOLOGY FROM ORGANISM TO ECOSYSTEM: THEORY AND COMPUTATION
(FEER02)
Online (live and recorded) 5th September 2022 - 9th September 2022
https://www.prstatistics.com/course/functional-ecology-from-organism-to-ecosystem-theory-and-computation-feer02/
SPATIAL
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ADAPTING TO THE RECENT CHANGES IN R SPATIAL PACKAGES (SF, TERRA, PROJ
LIBRARY) (PROJ02)
Online (live and recorded) 13th January 2022 - 14th January 2022
https://www.prstatistics.com/course/adapting-to-the-recent-changes-in-r-spatial-packages-sf-terra-proj-library-proj02/
MAKING BEAUTIFUL AND EFFECTIVE MAPS IN R (MAPR03)
Online (live and recorded) 9th February 2022 - 10th February 2022
https://www.prstatistics.com/course/making-beautiful-and-effective-maps-in-r-mapr03/
GIS AND REMOTE SENSING ANALYSES WITH R (GARM01)
Online (live and recorded) 14th February 2022 - 18th February 2022
https://www.prstatistics.com/course/gis-and-remote-sensing-analyses-with-r-garm01/
GENERAL
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FREE RECORDED 1 DAY INTRO TO R AND R STUDIO (FIRR01)
Online (recorded)
https://www.prstatistics.com/course/free-1-day-intro-to-r-and-r-studio-firr01/
INTRODUCTION TO GENERALISED LINEAR MODELS USING R AND RSTUDIO (IGLM04)
Online (live and recorded) 3 November 2021 - 4 November 2021
https://www.prstatistics.com/course/introduction-to-generalised-linear-models-using-r-and-rstudio-iglm04/
INTRODUCTION TO MIXED MODELS USING R AND RSTUDIO (IMMR05)
Online (live and recorded) 10 November 2021 - 11 November 2021
https://www.prstatistics.com/course/introduction-to-mixed-models-using-r-and-rstudio-immr05/
INTRODUCTION TO MACHINE LEARNING AND DEEP LEARNING USING R (IMDL02)
Online (live and recorded) 17 November 2021 - 18 November 2021
https://www.prstatistics.com/course/introduction-to-machine-learning-and-deep-learning-using-r-imdl02/
MODEL SELECTION AND MODEL SIMPLIFICATION (MSMS02)
Online (live and recorded) 24 November 2021 - 25 November 2021
https://www.prstatistics.com/course/model-selection-and-model-simplification-msms02/
SPECIES DISTRIBUTION MODELLING WITH BAYESIAN STATISTICS IN R (SDMB03)
Online (live and recorded) 6 December 2021 - 10 December 2021
https://www.prstatistics.com/course/species-distribution-modelling-with-bayesian-statistics-in-r-sdmb03/
TIME SERIES DATA ANALYSIS (TSDA01)
Online (live and recorded) 14 December 2021 - 17 December 2021
https://www.prstatistics.com/course/time-series-data-analysis-tsda01/
BAYES COURSES
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BAYESIAN DATA ANALYSIS (BADA01)
Online (live and recorded) 10th January 2022 - 14th January 2022
https://www.prstatistics.com/course/bayesian-data-analysis-bada01/
INTRODUCTION TO STAN FOR BAYESIAN DATA ANALYSIS (ISBD01)
Online (live and recorded) 18th January 2022 - 20th January 2022
https://www.prstatistics.com/course/introduction-to-stan-for-bayesian-data-analysis-isbd01/
--
Oliver Hooker PhD.
PR statistics
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