Community Analysis
These are slides for my lectures on multivariate methods in
ecology (January, 2009).
Lecture themes:
These are all pdf files: Beware!
2009 Lectures
Old Lectures
While stuff here is old, it may still be useful if you want
to go deep into ordination.
- Not lectured in 2009: Site description: Diversity,
evenness etc., species abundance models.
- Not lectured in 2009: Gradient analysis: Basic
concepts, weighted averages in bioindication, response models,
beta diversity.
- Ordination: Basic methods. PCA,
CA, MDS etc., problems and solutions.
- Ordination and environment:
Interpreting ordination diagrams, Constrained ordination
(CCA). The division of two ordination chapters is somewhat
arbitrary, but ordination was growing too big, and I chopped
it here.
- Evaluation and comparision of
ordination methods: Explains how ordination is related to
the gradient thinking, and how ordination methods should be
evaluated for their ability to find gradients.
- Classification: Cluster analysis
(one of the least satisfactory parts, but first I should study
classification more deeply).
- Data Import to R: An appendix.
- Everything + notes (1.8MB):
I made a first quick pass over all notes, and added some
comments. These comments are pretty boring and usually tell
how to do things in R. The slides are reduced to fit two to
the page, with comments near to them.
Tutorial for computer Lab
The tutorials used in practicals:
- Unconstrained ordination:
Base text,
Text with results,
The R commands of tutorials
- Constrained ordination:
Base text,
Text with results,
The R commands of tutorials
- Classification:
Base text,
Text with results,
The R commands of tutorials
A longer and deeper tutorial is available for those who are
keenly interested in multivariate methods:
Google coordinate files of some data sets in R packages: Bryce Canyon (labdsv package), Barro Colorado Island (vegan).
Software
This is only a very small selection of software that I know
personally.
- R - The software
we use in the course. R is free (like speech and like beer),
and you can legally download and install R in your
computer. It works just as well under Windows, Linux (best for
development) and MacOS X (best for graphics), and many
flavours of Unix (but the one installed in Sun servers in Oulu
seems to be broken). Contributed packages from the R Archive site cover
community ecology (vegan is mine,
so we use it in the course.)
- Bleeding edge: development version of vegan.
- ADE-4 -
Free. Popular among Francophones and Mac users, but should be
available for Windows, too. (I haven't succeeded to make this
work in MacOS X, but should be OK in the "Classic" environment
that I don't want to hear about). R port is available at CRAN for all usual
platforms (Linux, MacOS X, Windows).
- CANOCO -
Perhaps the most popular commercial package. Centres around
CCA. Windows only.
- PC-Ord -
Another very popular commercial package (especially in
US). Covers a wider range of methods tan CANOCO. Windows only.
Other information
The Web is a cornucopia of ordination texts. Here are some
pages that I have found very useful:
Jari Oksanen
Last modified: Mon Feb 2 11:12:43 EET