Semester | Mand. | Option | Filières |
x | |||
MA2, MA4 | x | C |
Lecture | 1 weekly |
Exercises | 1 weekly |
Study plan | Semester | Mand. | Option | Filières |
EDCE - Civil and Environmental Engineering 2018-19 | x | |||
Sciences et ingénierie de l'environnement 2018-19 | MA2 | x | C | |
Sciences et ingénierie de l'environnement 2018-19 | MA4 | x | C |
Cursus | Sem. | Type |
---|---|---|
Civil & Environmental Engineering | Obl. | |
Environmental Sciences and Engineering | MA2, MA4 | Opt. |
Experimental design, sampling design, linear models, multiple regression, analysis of variance, data analysis, statistical software R.
Probability and Statistics, Prof. Victor Panaretos, Bachelor semester 2" or another course with a similar content (statistical distributions, expected value, error types one and two, parameter estimation, testing hypotheses, statistical significance, simple linear regression, one way analysis of variance).
Multivariate Statistics with R, ENV 521, Prof. Alexandre Buttler
The basic elements of R (what is R ?, installing R, packages and functions, using R as a calculator, importing data with R, reading data, simple descriptive statistics with R, simple tests of hypotheses with R, simples graphs with R)
The basic elements of statistics (sample and population, parameters of position (mean, median, mode), parameters of dispersion (standard deviation, variance, coefficient of variation, range), distribution of a variable (Normal, t, F, chi-square), estimation (standard error, confidence interval), null hypothesis vs alternative hypothesis, error type 1 and error type 2, statistical tests, simple linear regression, one way ANOVA, histogram, scatterplot)
Participants without these prerequistes are invited to update their knowledge before the beginning of the course.
Lectures
Exercises
attendance at the lectures
completing exercises
reading written material (given documents, documents on the web)
Exercises during the semester (30% of the final grade)
Written exam during the examination period (70% of the final grade)
- Borcard, Daniel; Gillet, François; Legendre, Pierre. 2011. Numerical Ecology with R. Springer.
- Cochran William G. 1977. Sampling Techniques. Third Edition. Wiley. 474 pp.
Note: This edition is freely available on internet. Cochran?s book is one of the fundamental work on sampling.
- Crawley Michael J. 2015. The R Book. Second Edition. Wiley. 1051 pp.
Note: The first edition of this book is freely available on internet.
- Crawley Michael J. Statistics. An introduction using R. Second Edition. 359 pp. Is a it-ebook (see www.it-ebooks.info). Free available on Internet
- Davison A. C. & Kuonen, D. (2013). Probabilités et Statistique pour Sciences de l'Environnement.Polycopié disponible à la "Librairie Polytechnique" de l'EPFL. (Edition 2013 modifiée par V.M. Panaretos).
- Lawson John. 2015. Design and Analysis of Experiments with R. CRC Press. 506 pp.
- Montgomery Douglas C. 2013. Design and Analysis of Experiments. Eights Edition. Wiley. 730 pp.
Note: Montgomery is one of the leading experts in Experimental Design. The fifth edition of is book is freely available on Internet.
- Quinn Gerry P., Keough Michael J. 2002. Experimental Design and Data Analysis for Biologists. Cambridge. 537 pp., is freely available on Internet
- Sutherland William J. 2006. Ecological Census Techniques. A handbook. Second Edition. Cambridge
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
obligatoire
obligatoire
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
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