Introduction to the General Linear Model (GLM)

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# Introduction to the General Linear Model (GLM) - PowerPoint PPT Presentation

Introduction to the General Linear Model (GLM). 1 quantitative variable & 1 2-group variable 1a  main effects model with no interaction 1b  interaction model 1 quantitative variable & 1 3-group variable 2a  main effects model with no interaction 2b  interaction model.

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### Introduction to the General Linear Model (GLM)

• 1 quantitative variable & 1 2-group variable
• 1a  main effects model with no interaction
• 1b  interaction model
• 1 quantitative variable & 1 3-group variable
• 2a  main effects model with no interaction
• 2b  interaction model

There are two important variations of each of these models

• Main effects model
• Centered or coded terms for each variable
• No interaction – assumes regression slope homogeneity
• b-weights for binary & quant variables each represent main effect of that variable
• 2. Interaction model
• Centered or coded terms for each variable
• Term for interaction - does not assume reg slp homogen !!
• b-weights for binary & quant variables each represent the simple effect of that variable when the other variable = 0
• b-weight for the interaction term represented how the simple effect of one variable changes with changes in the value of the other variable (e.g., the extent and direction of the interaction)

y’ = b0+ b1x+ b2z

“X” is a centered quantitative variable

X  X – Xmean

“Z” is a dummy-coded 2-group variable (Cz = 0 & Tx = 1)

Z Tz = 1 Cz = 0

y’ = b0+ b1x+ b2z

• b0 mean of those in Cz with X=0 (mean)
• b1 slope of Y-X regression line for Cz (=0)
• - slope same for both groups  no interaction
• b2  group difference for X=mean (=0)
• - group different same for all values of X  no interaction

#1a quantitative (Xcen) & 2-group (Tz=1 Cz=0)

y’ = b0 + b1X + b2Z

20

5

10

b0 = ht of Cz line

b1 = slp of Cz line

0 10 20 30 40 50 60

b2 = htdif Cz & Tz

Tz

Z-lines have same slp

(no interaction)

Cz

-2 -1 0 1 2  Xcen

#1b  centered quant var, dummy coded 2-group var

& their product term/interaction

y’ = b0+ b1x+ b2z+ b3xz

“X” is a centered quantitative variable

X  X – Xmean

“Z” is a dummy-coded 2-group variable

Z Tz = 1 Cz = 0

“XZ” represents the interaction of “X” and “Z”

XZX*Z

#1b  centered quant var, dummy coded 2-group var

& their product term/interaction

y’ = b0+ b1x+ b2z+ b3xz

• b0 mean of those in Cz with X= 0 (mean)
• b1 slope of Y-X regression line for Cz (=0)*
• b2  group difference for X=0 (mean)*
• b3  how slope of y-x reg line for Tz (=1) differs from slope of y-x reg line for Cz (=0)
• * Because the interaction is included, slopes may be different for different grps
• * Because the interaction is included, group differences may be different for different X values

y’ = b0 + b1X + b2Z + b3XZ

30

15

15

-5

b0 = ht of Cz line

Tz

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

Cz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

y’ = b0 + b1X + b2Z + b3XZ

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz

0 10 20 30 40 50 60

b3 = slpdif Cz & Tz

-2 -1 0 1 2  Xcen

#2a  centered quant var & dummy coded 3-grp var

y’ = b0+ b1x+ b2z1+ b3z2

“X” is centered quantitative variable

X  X – Xmean

“Z1” & “Z2” are dummy-codes for the 3-group variable

Z1 Tz1 = 1 Tz2 = 0 Cz = 0

Z2  Tz1 = 0 Tz2 = 1 Cz = 0

#2a  centered quant var & dummy coded 3-grp var

y’ = b0+ b1x+ b2z1+ b3z2

• b0 mean of those in Cz with X=0 (mean)
• b1 slope of Y-X regression line for Cz (=0)
• - slope same for all groups  no interaction
• b2  Tz1 - Cz difference for X=mean (=0)
• - group different same for all values of X  no interaction
• b3  Tz2 - Cz difference for X=mean (=0)
• - group different same for all values of X  no interaction
• Z2  Tz1=0 Tz2 = 1 Cz = 0

y’ = b0 + b1X+ b2Z1 + b3Z2

35

5

5

-15

b0 = ht of Cz line

Tz2

b1 = slp of Cz line

Cz

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

Tz1

b3 = htdif Cz & Tz2

Z-lines have same slp

(no interaction)

-2 -1 0 1 2  X

#2b  centered quant var, dummy coded 3-group var

& their product terms/interaction

y’ = b0+ b1x+ b2z1+ b3z2+ b4xz1+ b5xz2

“X” is centered quantitative variable

X  X – Xmean

“Z1” & “Z2” are dummy-codes for the 3-group variable

Z1 Tz1 = 1 Tz2 = 0 Cz = 0

Z2  Tz1 = 0 Tz2 = 1 Cz = 0

“XZ1” & “XZ2” represent the interaction of “X” and “Z”

XZ1X*Z1

XZ2X*Z2

#2b  centered quant var, dummy coded 3-group var

& their product terms/interaction

y’ = b0+ b1x+ b2z1+ b3z2+ b4xz1+ b5xz2

• b0 mean of those in Cz with X= 0 (mean)
• b1 slope of Y-X regression line for Cz
• b2  Tz1 - Cz difference for X=0 (mean)*
• b3  Tz2 - Cz difference for X=0 (mean)*
• b4  how slope of y-x reg line for Tz1 differs from slope of y-x reg line for Cz *
• b4  how slope of y-x reg line for Tz2 differs from slope of y-x reg line for Cz *
• *Because the interaction is included, group differences may be different for different X values
• * Because the interaction is included, slopes may be different for different grps
• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

-8

2

5

30

15

5

b0 = ht of Cz line

b1 = slp of Cz line

Tx2

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

Tx1

b3 = htdif Cz & Tz2

Cx

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen

• Z2  Tz1=0 Tz2 = 1 Cz = 0
• and interactions XZ1 = X*Z1 XZ2 = X*Z2

y’ = b0 + b1Xcen + b2Z1 + b3Z2 + b4XZ1 + b5XZ2

b0 = ht of Cz line

b1 = slp of Cz line

b2 = htdif Cz & Tz1

0 10 20 30 40 50 60

b4 = slpdif Cz & Tz1

b3 = htdif Cz & Tz2

b5 = slpdif Cz & Tz2

-2 -1 0 1 2  Xcen