Statistical toolkit for ecologists (STKE01)

https://www.prstatistics.com/course/statistical-toolkit-for-ecologists-stke01/

This course will be delivered by Dr Aris Mustakas from the 21st - 24th May
2019 take at Myuna Bay Sport and recreation center, Australia.

(It is preceded by the course 'Introduction to statistics and R for
everyone (IRFE02) and a discount is available for booking both.

https://www.prstatistics.com/course/introduction-to-statistics-and-r-for-anyone-irfe02/


Course Overview:
This course will cover advanced statistics regarding the analysis of data
using comprehensive and state-of-the-art techniques. All methods will be
illustrated using the free, open-source software package R. The course is
designed for attendees that have a basic knowledge of R and elementary
statistics and wish to advance this to up-to-date journal publication or
conference proceedings standards. The course will cover mixed effects
models, model selection and multi-model inference, generalized linear
models (i.e. analysis of non-normally distributed datasets), random and
fixed effects, variance nesting and spatial as well as temporal elements of
data analytics. Participants will gain a deeper understanding of the models
being fitted, and be able interpret the results appropriately as well as
produce quality graphs. Participants are encouraged to bring their own data
sets for applying the techniques taught as well as potential discussion
with the course tutor.

Course Programme

Tuesday 21st – Classes from 09:00 to 17:00
Theory:
Introduction, example data sets and challenges in their analyses
Revision: likelihood and inference
Revision: linear regression, GLMs

Practical:
Analysing some example data sets
Fitting generalized linear models in real normally-distributed datasets
Checking model assumptions and residuals

Wednesday 22nd – Classes from 09:00 to 17:00
Theory:
Generalizing the regression for many dependent variables
Model selection and multi-model inference
What is a fixed and what a random effect?
Plotting effects

Practical:
A full normally distributed data analysis, model fitting, ANOVA, residuals,
plotting effects reporting results
Fitting mixed effects models with fixed and random effects
Nesting variances in random effects

Thursday 23rd – Classes from 09:00 to 17:00
Theory:
Dealing with non-normally distributed data
Identifying the distribution of the data
Generalizing the linear model for non-normally distributed data
Plotting quality graphs

Practical :
Identifying the distribution of the data through AIC model selection
Fitting the best model residual error structure in a generalised linear
model
Understanding, reporting, plotting, and discussing results

Friday 24th – Classes from 09:00 to 16:00
Theory:
Dealing with spatial & temporal data
Advantages of including spatial information
Problems induced by spatial or temporal autocorrelation

Practical:
Plotting spatial data
Spatial analysis
Accounting for spatial or temporal autocorrelation

Email oliverhoo...@prstatistics.com

Check out our sister sites,
www.PRstatistics.com (Ecology and Life Sciences)
www.PRinformatics.com (Bioinformatics and data science)
www.PSstatistics.com (Behaviour and cognition)


1. March 11th – 15th  2019
ECOLOGICAL NICHE MODELLING USING R (ENMR03)
Glasgow, Scotland, Dr. Neftali Sillero
http://www.prstatistics.com/course/ecological-niche-modelling-using-r-enmr03/

2. March 25th – 29th 2019
LANDSCAPE GENETIC DATA ANALYSIS USING R (LNDG03)
Glasgow, Scotland, Prof. Rodney Dyer
http://www.prstatistics.com/course/landscape-genetic-data-analysis-using-r-lndg03/

3. April 1st – 5th 2019
INTRODUCTION TO STATISTICAL MODELLING FOR PSYCHOLOGISTS USING R (IPSY01)
Glasgow, Scotland, Dr. Dale Barr, Dr Luc Bussierre
http://www.psstatistics.com/course/introduction-to-statistics-using-r-for-psychologists-ipsy02/

4. April 1st – 5th 2019
INDIVIDUAL BASED MODELS FOR ECOLOGSITS (IBME01)
Glasgow, Scotland, Dr Aristides (Aris) Moustakas

https://www.prstatistics.com/course/individual-based-models-using-r-and-netlogo-ibms01/

5. April 8th – 12th 2019
MACHINE LEARNING (MLUR01)
Glasgow, Scotland, Dr Aristides (Aris) Moustakas
https://www.prstatistics.com/course/machine-learning-using-r-mlur01/

6. April 15th – 19th 2019
INTRODUCTION TO PYTHON FOR BIOLOGISTS (IPYB06)
Athens, GREECE,, Dr. Martin Jones
http://www.prinformatics.com/course/introduction-to-python-for-biologists-ipyb07/

7. April 22nd – 26th 2019
GIS USING R (GISR)
Glasgow, Scotland, Dr Luca Nelli
https://www.prstatistics.com/course/gis-using-r-gisr01/

8. April 29th – May 3rd 2019
Multivariate analysis of ecological communities in R with the VEGAN package
(VGNR02)
Orford Musique, Quebec, Canada, Dr. Guillaume Blanchet
https://www.prstatistics.com/course/multivariate-analysis-of-ecological-communities-in-r-with-the-vegan-package-vgnr02/

9. May 6th – 10th 2019
AN EXPLORATION OF R FOR PSYCHOLOGISTS: FROM DATA HANDLING TO MULTILEVEL
MODELLING (XPLR01)
Myuna Bay, AUSTRALIA, Dr. Sean Murphy
https://www.psstatistics.com/course/an-exploration-of-r-for-psychologists-from-data-handling-to-multilevel-modelling-xplr01/

10. May 16th – 19th 2019 (please note this a 4-day course from Thursday to
Monday)
INTRODUCTION TO R FOR EVERYONE (IRFE02)
Myuna Bay, AUSTRALIA, Dr Aristides (Aris) Moustakas
https://www.prstatistics.com/course/introduction-to-statistics-and-r-for-anyone-irfe02/

11. May 20th – 24th 2019
MODEL BASE MULTIVARIATE ANALYSIS OF ABUNDANCE DATA USING R (MBMV03)
Myuna Bay, AUSTRALIA, Prof. David Warton
https://www.prstatistics.com/course/model-based-multivariate-analysis-of-abundance-data-using-r-mbmv03/

12. May 21st – 24th 2019
STATISTICAL TOOLKIT FOR ECOLOGISTS (STKE01)
Myuna Bay, AUSTRALIA, Dr Aristides (Aris) Moustakas
https://www.prstatistics.com/course/statistical-toolkit-for-ecologists-stke01/

13. June 10th – 14th 2019
STABLE ISOTOPE MIXING MODELS USING SIAR, SIBER AND MIXSIAR (SIMM04)
Glasgow, Scotland, Dr. Andrew Parnell, Dr. Andrew Jackson
www.prstatistics.com/course/stable-isotope-mixing-models-using-r-simm04/

14. June 17th – 21st 2019
SPATIAL MODELLING AND ANALYSIS OF ADAPTIVE GENOMIC VARIATION (SPGN01)
Glasgow, Dr. Matt Fitzpatrick
https://www.prstatistics.com/course/spatial-modelling-and-analysis-of-adaptive-genomic-variation-spgn01/

15. June 17th – 21st 2019
INTRODUCTION TO PYTHON FOR BIOLOGISTS (IPYB06)
Glasgow, Scotland, Dr. Martin Jones
http://www.prinformatics.com/course/introduction-to-python-for-biologists-ipyb06/

16. June 24th – 28th 2019
ADVANCED PYTHON FOR BIOLOGISTS (APYB03)
Glasgow, Scotland, Dr. Martin Jones
www.prinformatics.com/course/advanced-python-biologists-apyb03/

17. July 1st – 5th 2019
BIOACOUSTICS FOR ECOLOGISTS: HARDWARE, SURVEY DESIGN AND DATA ANALYSIS
(BIAC01)
Glasgow, Scotland, Dr. Paul Howden-Leach
https://www.prstatistics.com/course/bioacoustics-for-ecologists-hardware-survey-design-and-data-analysis-biac01/

18. July 1st – 5th 2019
DATA VISUALISATION AND MANIPULATION USING PYTHON (DVMP01)
Glasgow, Scotland, Dr. Martin Jones
http://www.prinformatics.com/course/data-visualisation-and-manipulation-using-python-dvmp01/

19. July 8th – 12th 2019
INTRODUCTION TO BAYESIAN HIERARCHICAL MODELLING USING R (IBHM03)
Glasgow, Scotland, Dr. Andrew Parnell
https://www.psstatistics.com/course/introduction-to-bayesian-hierarchical-modelling-using-r-ibhm03/

20. July 29th – August 2nd 2019
INTRODUCTION TO SPATIAL ANALYSIS OF ECOLOGICAL DATA USING R (ISPE01)
Glasgow, Scotland, Dr. Jakub Nowosad
https://www.prstatistics.com/course/introduction-to-spatial-analysis-of-ecological-data-using-r-ispe01/

21. September 2nd – 6th 2019
MARK RECAPTURE METHODS USING R
Glasgow, Scotland, Dr. Joanne Potts, Dr. David Borchers
https://www.prstatistics.com/course/mark-recapture-methods-using-r-mark01/

22. September 16th – 20th 2019
R PACKAGE DESIGN AND DEVELOPMENT AND REPRODUCIBLE DATA SCIENCE FOR
BIOLOGISTS (RPKG01)
Glasgow, Scotland, Dr. Cory Merow, Dr. Andy Rominger
https://www.prstatistics.com/course/r-package-design-and-development-and-reproducible-data-science-for-biologists-rpkg01/

23. September 30th – October 4th 2019
GEOMETRIC MORPHOMETRICS USING R (GMMR02)
Glasgow, Scotland, Prof. Dean Adams, Prof. Michael Collyer, Dr. Antigoni
Kaliontzopoulou
http://www.prstatistics.com/course/geometric-morphometrics-using-r-gmmr02/

24. October 7th – 11th 2019
General additive models (GAM) and mixed models (GAMM) (GAMM01)
Glasgow, Scotland, Dr Aristides (Aris) Moustakas
https://www.prstatistics.com/course/general-additive-models-gam-and-mixed-models-gamm-gamm01/

25. October 7th – 11th 2019
CONSERVATION PLANNING USING PRIORITIZR : FROM THEORY TO PRACTICE (PRTZ01)
Athens, GREECE, Dr Richard Schuster and Nina Morell
https://www.prstatistics.com/course/conservation-planning-using-prioritizr-from-theory-to-practice-prtz01/

26. October 21st – 25th 2019
A COMPLETE GUIDE TO MIXED MODELS (INCLUDING TEMPORAL AND SPATIAL
AUTOCORRELATION) (MMTS01)
Athens, GREECE, Dr Aristides (Aris) Moustakas
https://www.prstatistics.com/course/a-complete-guide-to-mixed-models-including-temporal-and-spatial-autocorrelation-mmts01/

27. November 18th – 22nd 2019
INTRODUCTION TO STRUCTURED POPULATION MODELS AND DEMOGRAPHIC DISTRIBUTION
MODELS (IIPM01)
Athens, GREECE, Dr Cory Merow
https://www.prstatistics.com/course/introduction-to-structured-population-models-and-demographic-distribution-models-iipm01/

28. November 25th – 29th 2019
ADVANCED RANGE, NICHE, AND DISTRIBUTION MODELING (ASDM01)
Athens, GREECE, Dr Cory Merow
https://www.prstatistics.com/course/advanced-range-niche-and-distribution-modeling-asdm01/

-- 
Oliver Hooker PhD.
PR statistics

2018 publications -
Alternative routes to piscivory: Contrasting growth trajectories in brown
trout (Salmo trutta) ecotypes exhibiting contrasting life history
strategies. Ecology of Freshwater Fish.

Phenotypic and resource use partitioning amongst sympatric lacustrine brown
trout, Salmo trutta. Biological Journal of the Linnean Society. DOI
10.1093/biolinnean/bly032

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