quantitative methods an introduction to the fhs course

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Quantitative Methods An introduction to the FHS course

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Page 1: Quantitative Methods An introduction to the FHS course

Quantitative Methods

An introduction to the FHS course

Page 2: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

The course text

OUP, £22.99

http://www.oup.co.uk/best.textbooks/biology/grafenhails/

Page 3: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Preliminaries

Page 4: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Preliminaries

STN 11am

Jessica.BurtChristopher.ChappellHenry.GillHenry.HammerbeckSally.HogbinSarah.KnowlesAndrew.LancasterRobert.MoretonGuy.NegrettiOlga.PapadopoulosOlivia.RakotomalalaMadeleine.RyanRobert.SteelHarriet.StevensJohn.Walton

STN 12noon

Caroline.AntlettElizabeth.BossomAdrian.BriggsAdrian.deFromentSarah.DochertyStuart.DouglasJames.GawnePhillip.HyettRebecca.JeffreeMhairi.LatheThomas.RossRaj.SinghKate.StoneAndrew.WatsonLouisa.Winkler

STN 2pm

Claire.BernardLouise.BradleyKatie.BulpinVictoria.CarterPeter.CollinsEmma.DawesNicholas.DiasKatharine.DrinkwaterJocelyn.ElmesPhillipa.GillinghamNicholas.HardingAdam.HunterMatthew.JonesChristopher.ShelmerdineMartin.Walker

Page 5: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Preliminaries

CTO 11am

Elizabeth.AitkenShanta.BarleyClaire.ChantryHarriet.DouthwaiteMichael.DowellSean.FrisbyLouise.GraverIan.GrieveVictoria.HardingTimothy.HarrisEllen.JamesPatrick.MellorDaniel.PlimmerAnna.PriorMerryn.Thomas

CTO 12noon

John.ColesClaire.FoggonNicola.FrostThomas.GardnerNeal.HaddawayGeorgina.MallowsMariana.MoralesDaniel.MorganAlison.MurrayAnna.PearsonLaura.ProcterMark.TwinningBriony.Webbjennifer.williams1Mellissa.Wong

CTO 2pm

Daniel.CrabtreeMark.DiffenthalJames.DonaldEdmund.DonovanAnisa.FradleyJasper.GreenKaty.JordanWilliam.LeonardVictoria.MarshJennifer.RobertsonSarah.RussellJoanna.ScottAdam.Willman

Page 6: Quantitative Methods An introduction to the FHS course

• Read the chapter in the book, and think about how to do the exercises

• Attend the lecture• Attend the practical, and do the

exercises• Write up the practical later, and hand in• Retrieve the write-up the following

week

An introduction to the FHS course

Preliminaries

Page 7: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Preliminaries

Basic themes

• Model formulae - learn the language of statistics• Geometry - pictures are nice, nicer than algebra• Computers - do the donkey work

Together, these allow you to learn the statistics you need to operate as a biologist.

Page 8: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Preliminaries

§1 An introduction to the FHS course and analysis of variance

§2 Regression§3 Models, parameters and GLMs§4 Using more than one x-variable§5 Designing experiments§6 Combining continuous and categorical

variables

This Term - the GLM toolbox

Page 9: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 10: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 11: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 12: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 13: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 14: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 15: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 16: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 17: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 18: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

Page 19: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

SSY = Total sum of squares

SSE = Error sum of squares

SSF = Fertiliser sum of squares

(SSY = SSF + SSE)

EMS = SSE / 27

FMS = SSF / 2

Under H0, EMS and FMS are approximately equal

F = EMS/FMS should be about 1

Page 20: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

What is an Analysis of Variance?

SSY = Total sum of squares

SSE = Error sum of squares

SSF = Fertiliser sum of squares

(SSY = SSF + SSE)

EMS = SSE / 27

FMS = SSF / 2

Under H0, EMS and FMS are approximately equal

F = EMS/FMS should be about 1

Page 21: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

Page 22: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

- from Minitab supplement

- availability

- SAS and SPSS

Page 23: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

Page 24: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

Page 25: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

Page 26: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Analysis of Variance in Minitab

Page 27: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 28: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 29: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 30: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 31: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 32: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 33: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 34: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 35: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 36: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 37: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 38: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

3 partitions: MY = MF + FY (vector or data addition)Sums of squares add (Pythagoras)Degrees of Freedom add (dimensions)

(1) (3)

(30)

deviations of group means from grand mean

deviations of plot values from group means

deviations of plot values from grand mean

MF

FYMY

[2]

[27][29]

M F

Y

Geometry and Analysis of Variance

Page 39: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Geometry and Analysis of Variance

Page 40: Quantitative Methods An introduction to the FHS course

An introduction to the FHS course

Last words…

• statistics is not maths and is not too hard• learn it while you’ve got all the help

around you• isn’t it exciting that a sum of squares is a

sum of squares?

Next week: Regression

Read Chapter 2