The Generalised Linear Model (2)
PSM 2
Bennett Kleinberg
22 Jan 2019
Welcome
Probability, Statistics & Modeling II
Lecture 3
GLM 2
What question do you have?
Today
- Recap linear regression
- Why the GLM?
- Extended cases: logistic regression
- How good is the model?
- How does one model compare to another?
Recap linear regression
Ingredients?
Recap linear regression
Core idea?
Recap linear regression
Types of effects?
Recap linear regression
Residuals?
x1 = 1:10
y = x1 + rep(c(-1, 1))
df = data.frame(x1, y)
plot(x1, y)
lm_1 = lm(y ~ x1, data=df)
{plot(x1, y, ylim=c(-2, 10))
abline(lm_1)}
Continuation from last week
How to find the “optimal” terms for my model?
Maybe we can optimise this?
What if you don’t know what the ‘ideal’ model is?
Especially neat for predictive modelling
**Back to the shooting data:**
load('./data/mass_shootings_detailed.RData')
smsd = smsd[smsd$school_related != 'Killed', ]
smsd = droplevels(smsd)
names(smsd)## [1] "caseid" "n_fatal" "n_injured" "date"
## [5] "day" "age" "gender" "n_guns"
## [9] "school_related" "mental_illness"Automated variable selection
- Specify the complete model
complete_model = lm(n_fatal ~ n_guns*mental_illness*school_related, data = smsd)- Specify the null model
null_model = lm(n_fatal ~ 1, data = smsd)- Run model selection …
3 predictor variables: how many terms in the model?
- 1 intercept
- 3 main effects
- 3 2-way interactions
- 1 3-way interaction
Model selection
summary(complete_model)##
## Call:
## lm(formula = n_fatal ~ n_guns * mental_illness * school_related,
## data = smsd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.9592 -2.1233 -0.6777 1.2421 26.2074
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.30041 0.93210 2.468
## n_guns 0.86436 0.39577 2.184
## mental_illnessYes 1.47991 1.28991 1.147
## school_relatedYes -0.01274 1.70127 -0.007
## n_guns:mental_illnessYes 0.03300 0.49495 0.067
## n_guns:school_relatedYes -1.02874 0.77367 -1.330
## mental_illnessYes:school_relatedYes -3.41734 2.24208 -1.524
## n_guns:mental_illnessYes:school_relatedYes 1.94549 0.91794 2.119
## Pr(>|t|)
## (Intercept) 0.0146 *
## n_guns 0.0303 *
## mental_illnessYes 0.2528
## school_relatedYes 0.9940
## n_guns:mental_illnessYes 0.9469
## n_guns:school_relatedYes 0.1854
## mental_illnessYes:school_relatedYes 0.1293
## n_guns:mental_illnessYes:school_relatedYes 0.0355 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.016 on 173 degrees of freedom
## Multiple R-squared: 0.2315, Adjusted R-squared: 0.2004
## F-statistic: 7.444 on 7 and 173 DF, p-value: 8.021e-08Model selection
summary(null_model)##
## Call:
## lm(formula = n_fatal ~ 1, data = smsd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.4751 -2.4751 -0.4751 1.5249 27.5249
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.4751 0.3338 13.4 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.491 on 180 degrees of freedomModel selection: backward
step(complete_model, direction = 'backward')## Start: AIC=511.13
## n_fatal ~ n_guns * mental_illness * school_related
##
## Df Sum of Sq RSS AIC
## <none> 2790.6 511.13
## - n_guns:mental_illness:school_related 1 72.456 2863.0 513.77##
## Call:
## lm(formula = n_fatal ~ n_guns * mental_illness * school_related,
## data = smsd)
##
## Coefficients:
## (Intercept)
## 2.30041
## n_guns
## 0.86436
## mental_illnessYes
## 1.47991
## school_relatedYes
## -0.01274
## n_guns:mental_illnessYes
## 0.03300
## n_guns:school_relatedYes
## -1.02874
## mental_illnessYes:school_relatedYes
## -3.41734
## n_guns:mental_illnessYes:school_relatedYes
## 1.94549Model selection: forward
step(null_model, direction = 'forward'
, scope=list(lower=null_model, upper=complete_model))## Start: AIC=544.78
## n_fatal ~ 1
##
## Df Sum of Sq RSS AIC
## + n_guns 1 535.46 3095.7 517.91
## + mental_illness 1 174.44 3456.7 537.87
## + school_related 1 55.94 3575.2 543.97
## <none> 3631.1 544.78
##
## Step: AIC=517.91
## n_fatal ~ n_guns
##
## Df Sum of Sq RSS AIC
## + mental_illness 1 95.460 3000.2 514.24
## + school_related 1 57.394 3038.3 516.52
## <none> 3095.7 517.91
##
## Step: AIC=514.24
## n_fatal ~ n_guns + mental_illness
##
## Df Sum of Sq RSS AIC
## + school_related 1 84.677 2915.5 511.06
## <none> 3000.2 514.24
## + n_guns:mental_illness 1 30.943 2969.3 514.36
##
## Step: AIC=511.06
## n_fatal ~ n_guns + mental_illness + school_related
##
## Df Sum of Sq RSS AIC
## + n_guns:mental_illness 1 36.664 2878.9 510.77
## <none> 2915.5 511.06
## + n_guns:school_related 1 18.227 2897.3 511.92
## + mental_illness:school_related 1 3.208 2912.3 512.86
##
## Step: AIC=510.77
## n_fatal ~ n_guns + mental_illness + school_related + n_guns:mental_illness
##
## Df Sum of Sq RSS AIC
## <none> 2878.9 510.77
## + n_guns:school_related 1 13.979 2864.9 511.88
## + mental_illness:school_related 1 4.243 2874.6 512.50##
## Call:
## lm(formula = n_fatal ~ n_guns + mental_illness + school_related +
## n_guns:mental_illness, data = smsd)
##
## Coefficients:
## (Intercept) n_guns
## 2.7122 0.6060
## mental_illnessYes school_relatedYes
## 0.3975 -1.5038
## n_guns:mental_illnessYes
## 0.6247Limitations of linear regression?
set.seed(123)
a = rnorm(1000, 30, 10)
b = a + rnorm(1000, 2, 8)
plot(a, b, main = round(cor(a, b), 4))
a_scaled = scale(a)
b_scaled = scale(b)
{plot(a_scaled, b_scaled)
abline(lm(a_scaled ~ b_scaled))}
lm(a_scaled ~ b_scaled - 1)##
## Call:
## lm(formula = a_scaled ~ b_scaled - 1)
##
## Coefficients:
## b_scaled
## 0.7969Limitations of linear regression?
- Correlation != causation
- Continuous outcome variable
Generalising the model
The Generalised Linear Model
GLM in general
- framework to deal with different outcome variables
- uses the same “linearity in parameters” idea
- key feature: linking the outcome to the predictor(s)
The GLM in R
my_model_glm = glm(formula = n_fatal ~ n_guns*mental_illness*school_related
, family = gaussian
, data = smsd)
summary(my_model_glm)##
## Call:
## glm(formula = n_fatal ~ n_guns * mental_illness * school_related,
## family = gaussian, data = smsd)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -6.9592 -2.1233 -0.6777 1.2421 26.2074
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.30041 0.93210 2.468
## n_guns 0.86436 0.39577 2.184
## mental_illnessYes 1.47991 1.28991 1.147
## school_relatedYes -0.01274 1.70127 -0.007
## n_guns:mental_illnessYes 0.03300 0.49495 0.067
## n_guns:school_relatedYes -1.02874 0.77367 -1.330
## mental_illnessYes:school_relatedYes -3.41734 2.24208 -1.524
## n_guns:mental_illnessYes:school_relatedYes 1.94549 0.91794 2.119
## Pr(>|t|)
## (Intercept) 0.0146 *
## n_guns 0.0303 *
## mental_illnessYes 0.2528
## school_relatedYes 0.9940
## n_guns:mental_illnessYes 0.9469
## n_guns:school_relatedYes 0.1854
## mental_illnessYes:school_relatedYes 0.1293
## n_guns:mental_illnessYes:school_relatedYes 0.0355 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 16.13046)
##
## Null deviance: 3631.1 on 180 degrees of freedom
## Residual deviance: 2790.6 on 173 degrees of freedom
## AIC: 1026.8
##
## Number of Fisher Scoring iterations: 2Compared to lm
my_model_lm = lm(formula = n_fatal ~ n_guns*mental_illness*school_related
, data = smsd)
summary(my_model_lm)##
## Call:
## lm(formula = n_fatal ~ n_guns * mental_illness * school_related,
## data = smsd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.9592 -2.1233 -0.6777 1.2421 26.2074
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.30041 0.93210 2.468
## n_guns 0.86436 0.39577 2.184
## mental_illnessYes 1.47991 1.28991 1.147
## school_relatedYes -0.01274 1.70127 -0.007
## n_guns:mental_illnessYes 0.03300 0.49495 0.067
## n_guns:school_relatedYes -1.02874 0.77367 -1.330
## mental_illnessYes:school_relatedYes -3.41734 2.24208 -1.524
## n_guns:mental_illnessYes:school_relatedYes 1.94549 0.91794 2.119
## Pr(>|t|)
## (Intercept) 0.0146 *
## n_guns 0.0303 *
## mental_illnessYes 0.2528
## school_relatedYes 0.9940
## n_guns:mental_illnessYes 0.9469
## n_guns:school_relatedYes 0.1854
## mental_illnessYes:school_relatedYes 0.1293
## n_guns:mental_illnessYes:school_relatedYes 0.0355 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.016 on 173 degrees of freedom
## Multiple R-squared: 0.2315, Adjusted R-squared: 0.2004
## F-statistic: 7.444 on 7 and 173 DF, p-value: 8.021e-08GLM vs LM
The LM is a GLM with the Gaussian link function.
- link function ‘links’ the linear predictor to the mean of the distribution of the outcome variable
- e.g. if outcome variable from normal distribution –> “normal” link function (Gaussian)
- e.g. if outcome variable from poisson distribution –> “Poisson” link (Log)
- e.g. if outcome variable from binomial distributiob –> “Binomial” link (Logit)
Why bother with this?
Compare:
b1 = 1:100 + rnorm(100, 5, 3)
df1 = data.frame(a1 = 1:100, b1)
{plot(b1)
abline(lm(b1 ~a1, data=df1))}
m1 = lm(b1 ~a1, data=df1)
hist(m1$residuals)
Why bother with this?
Compare:
b2 = rep(c(1,0), each=50)
df2 = data.frame(a2 = 1:100, b2)
{plot(b2)
abline(lm(b2 ~a2, data=df2))}
m2 = lm(b2 ~a2, data=df2)
hist(m2$residuals)
plot(b2)
What to do?
We need a representation of the outcome variable…
- that is linear to the predictor
- i.e. transforms the data to so that Y has a linear relationship to the predictors
But which function does this?
The link function
Answer: for binary outcomes, the logit function
- transforms the outcome to a continuous probability
- and uses the log-odds to model a linear relationship between X and Y
The logit function
- maps
0,1values to-Inf : Inf - assumes a probability of
P(Y == 1) - probability is expressed as the odds
- linearity through the log of the odds
prob = 0.40
odds = prob/(1-prob)
odds## [1] 0.6666667log(odds)## [1] -0.4054651Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
#Odds of smoker dead:
(30/100)/(70/100)## [1] 0.4285714# equal to
30/70## [1] 0.4285714Intermezzo: odds
Odds = event_present/event_not_present
–>
odds = P/(1-P)Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
Odds of nonsmoker alive?
Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
#Odds of nonsmoker alive:
80/20## [1] 4Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
Odds of nonsmoker alive dead?
Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
Odds of nonsmoker alive dead?
20/80## [1] 0.251/(80/20)## [1] 0.25Intermezzo: odds
| Smoker | Nonsmoker | |
|---|---|---|
| Dead | 30 | 20 |
| Alive | 70 | 80 |
| 100 | 100 |
Odds ratio: association between both factors.
OR = (30/70)/(20/80)
OR## [1] 1.714286The logit function
Models the binary outcome through the log odds of the predictors.
Implication: transformation of the coefficients
Remeber: we model the log of the odds ratio.
The logit function
Implication: transformation of the coefficients
Remeber: we model the log of the odds ratio.
So we need to ‘unlog’ the coefficients to get the odds.
Case today: Parole data
Dataset from Kaggle.
load('./data/parole_data.RData')
parole_data## sex race granted
## 1 MALE WHITE 1
## 2 MALE HISPANIC 0
## 3 MALE BLACK 0
## 4 MALE BLACK 1
## 5 MALE HISPANIC 0
## 6 MALE HISPANIC 1
## 7 MALE BLACK 0
## 8 MALE WHITE 0
## 9 MALE WHITE 0
## 10 MALE HISPANIC 0
## 11 MALE WHITE 1
## 12 MALE BLACK 1
## 13 MALE BLACK 0
## 14 MALE HISPANIC 1
## 15 MALE WHITE 0
## 16 MALE BLACK 0
## 17 MALE BLACK 0
## 18 MALE BLACK 1
## 19 MALE BLACK 1
## 20 MALE HISPANIC 0
## 21 MALE WHITE 1
## 22 MALE BLACK 1
## 23 MALE BLACK 1
## 24 MALE BLACK 0
## 25 MALE BLACK 1
## 26 MALE HISPANIC 1
## 27 MALE HISPANIC 0
## 28 MALE BLACK 0
## 29 MALE BLACK 0
## 30 MALE BLACK 0
## 31 MALE BLACK 0
## 32 MALE BLACK 0
## 33 MALE BLACK 0
## 34 MALE WHITE 0
## 35 MALE WHITE 0
## 36 MALE WHITE 0
## 37 MALE BLACK 1
## 38 MALE BLACK 0
## 39 MALE WHITE 1
## 40 MALE WHITE 0
## 41 MALE BLACK 0
## 42 MALE BLACK 1
## 43 MALE WHITE 0
## 44 MALE BLACK 1
## 45 MALE HISPANIC 1
## 46 MALE BLACK 0
## 47 MALE HISPANIC 1
## 48 MALE BLACK 0
## 49 MALE HISPANIC 1
## 50 MALE HISPANIC 0
## 51 MALE BLACK 1
## 52 MALE BLACK 1
## 53 MALE HISPANIC 0
## 54 MALE BLACK 0
## 55 MALE HISPANIC 1
## 56 MALE WHITE 1
## 57 MALE BLACK 0
## 58 MALE BLACK 0
## 59 FEMALE BLACK 0
## 60 FEMALE BLACK 0
## 61 MALE HISPANIC 0
## 62 MALE BLACK 0
## 63 MALE BLACK 1
## 64 MALE BLACK 0
## 65 MALE BLACK 0
## 66 MALE WHITE 0
## 67 MALE HISPANIC 0
## 68 MALE BLACK 1
## 69 MALE BLACK 0
## 70 MALE BLACK 1
## 71 MALE WHITE 1
## 72 MALE BLACK 0
## 73 MALE BLACK 0
## 74 MALE BLACK 0
## 75 FEMALE WHITE 0
## 76 MALE BLACK 0
## 77 MALE BLACK 1
## 78 MALE BLACK 0
## 79 MALE BLACK 0
## 80 MALE BLACK 0
## 81 MALE BLACK 0
## 82 MALE WHITE 0
## 83 MALE HISPANIC 0
## 84 MALE BLACK 0
## 85 MALE WHITE 1
## 86 MALE WHITE 0
## 87 MALE BLACK 0
## 88 MALE BLACK 0
## 89 MALE WHITE 0
## 90 MALE BLACK 0
## 91 MALE BLACK 0
## 92 MALE BLACK 0
## 93 MALE WHITE 0
## 94 FEMALE BLACK 1
## 95 MALE BLACK 0
## 96 MALE BLACK 0
## 97 MALE HISPANIC 0
## 98 MALE WHITE 0
## 99 MALE HISPANIC 0
## 100 MALE BLACK 0
## 101 MALE BLACK 0
## 102 MALE BLACK 0
## 103 MALE BLACK 0
## 104 MALE WHITE 1
## 105 MALE HISPANIC 1
## 106 MALE BLACK 1
## 107 MALE BLACK 0
## 108 MALE BLACK 1
## 109 MALE BLACK 1
## 110 MALE BLACK 0
## 111 MALE BLACK 0
## 112 MALE WHITE 0
## 113 MALE HISPANIC 0
## 114 MALE BLACK 0
## 115 MALE WHITE 0
## 116 MALE WHITE 0
## 117 MALE BLACK 0
## 118 MALE BLACK 0
## 119 FEMALE BLACK 0
## 120 MALE WHITE 1
## 121 MALE BLACK 0
## 122 MALE HISPANIC 0
## 123 MALE WHITE 1
## 124 MALE BLACK 0
## 125 MALE HISPANIC 0
## 126 MALE WHITE 0
## 127 MALE BLACK 0
## 128 MALE WHITE 1
## 129 MALE BLACK 0
## 130 MALE HISPANIC 0
## 131 MALE WHITE 0
## 132 MALE BLACK 0
## 133 MALE BLACK 0
## 134 MALE HISPANIC 0
## 135 MALE BLACK 0
## 136 MALE BLACK 1
## 137 MALE BLACK 0
## 138 MALE BLACK 0
## 139 MALE WHITE 0
## 140 MALE WHITE 1
## 141 MALE BLACK 0
## 142 MALE BLACK 0
## 143 MALE WHITE 0
## 144 MALE BLACK 1
## 145 MALE WHITE 1
## 146 MALE WHITE 1
## 147 MALE HISPANIC 1
## 148 MALE BLACK 0
## 149 MALE BLACK 0
## 150 MALE WHITE 1
## 151 MALE WHITE 0
## 152 MALE BLACK 0
## 153 FEMALE HISPANIC 1
## 154 MALE BLACK 0
## 155 MALE WHITE 0
## 156 MALE BLACK 0
## 157 MALE BLACK 0
## 158 MALE WHITE 0
## 159 MALE WHITE 1
## 160 MALE WHITE 0
## 161 MALE HISPANIC 0
## 162 MALE HISPANIC 0
## 163 MALE BLACK 1
## 164 MALE BLACK 1
## 165 MALE WHITE 0
## 166 MALE HISPANIC 0
## 167 MALE WHITE 0
## 168 MALE BLACK 0
## 169 MALE BLACK 0
## 170 MALE WHITE 0
## 171 MALE BLACK 0
## 172 MALE BLACK 0
## 173 MALE WHITE 1
## 174 MALE BLACK 0
## 175 MALE BLACK 0
## 176 MALE WHITE 1
## 177 MALE HISPANIC 1
## 178 MALE BLACK 0
## 179 MALE HISPANIC 0
## 180 MALE BLACK 0
## 181 FEMALE BLACK 1
## 182 FEMALE WHITE 0
## 183 FEMALE BLACK 1
## 184 FEMALE BLACK 0
## 185 MALE BLACK 0
## 186 MALE BLACK 0
## 187 MALE HISPANIC 1
## 188 MALE WHITE 1
## 189 MALE HISPANIC 0
## 190 MALE WHITE 0
## 191 MALE BLACK 0
## 192 MALE BLACK 1
## 193 MALE HISPANIC 0
## 194 MALE WHITE 0
## 195 MALE BLACK 0
## 196 MALE WHITE 0
## 197 MALE BLACK 0
## 198 MALE HISPANIC 0
## 199 MALE WHITE 1
## 200 MALE HISPANIC 0
## 201 MALE BLACK 0
## 202 MALE WHITE 1
## 203 MALE BLACK 1
## 204 MALE WHITE 0
## 205 MALE BLACK 0
## 206 MALE WHITE 1
## 207 MALE HISPANIC 1
## 208 MALE BLACK 0
## 209 MALE BLACK 0
## 210 MALE BLACK 0
## 211 MALE WHITE 1
## 212 MALE BLACK 0
## 213 MALE WHITE 1
## 214 MALE WHITE 0
## 215 MALE WHITE 0
## 216 MALE BLACK 1
## 217 MALE BLACK 0
## 218 MALE BLACK 0
## 219 MALE WHITE 0
## 220 MALE BLACK 0
## 221 MALE BLACK 0
## 222 MALE HISPANIC 1
## 223 MALE WHITE 1
## 224 MALE BLACK 1
## 225 MALE WHITE 0
## 226 MALE WHITE 1
## 227 MALE BLACK 0
## 228 MALE WHITE 0
## 229 FEMALE WHITE 1
## 230 MALE BLACK 1
## 231 MALE HISPANIC 0
## 232 MALE BLACK 0
## 233 MALE HISPANIC 1
## 234 MALE HISPANIC 1
## 235 MALE BLACK 0
## 236 MALE HISPANIC 0
## 237 MALE WHITE 0
## 238 MALE BLACK 0
## 239 MALE BLACK 1
## 240 MALE WHITE 1
## 241 MALE BLACK 0
## 242 MALE HISPANIC 1
## 243 MALE WHITE 0
## 244 MALE WHITE 0
## 245 MALE BLACK 0
## 246 MALE BLACK 1
## 247 MALE HISPANIC 1
## 248 MALE BLACK 1
## 249 MALE BLACK 0
## 250 MALE WHITE 1
## 251 MALE BLACK 0
## 252 MALE HISPANIC 0
## 253 MALE BLACK 0
## 254 MALE WHITE 1
## 255 MALE BLACK 0
## 256 MALE BLACK 1
## 257 MALE BLACK 0
## 258 MALE WHITE 1
## 259 MALE WHITE 1
## 260 MALE BLACK 0
## 261 MALE WHITE 0
## 262 MALE WHITE 0
## 263 MALE WHITE 0
## 264 MALE WHITE 0
## 265 MALE BLACK 1
## 266 MALE WHITE 1
## 267 MALE WHITE 0
## 268 MALE WHITE 0
## 269 MALE HISPANIC 0
## 270 MALE WHITE 1
## 271 MALE WHITE 1
## 272 FEMALE WHITE 1
## 273 FEMALE WHITE 0
## 274 FEMALE WHITE 1
## 275 FEMALE WHITE 1
## 276 MALE WHITE 1
## 277 MALE BLACK 1
## 278 MALE WHITE 0
## 279 MALE HISPANIC 1
## 280 MALE BLACK 1
## 281 MALE BLACK 1
## 282 MALE BLACK 0
## 283 MALE HISPANIC 0
## 284 MALE BLACK 1
## 285 MALE WHITE 1
## 286 MALE WHITE 1
## 287 MALE BLACK 0
## 288 MALE WHITE 1
## 289 MALE WHITE 0
## 290 MALE WHITE 1
## 291 MALE HISPANIC 0
## 292 MALE WHITE 0
## 293 MALE BLACK 1
## 294 MALE WHITE 1
## 295 MALE WHITE 1
## 296 MALE WHITE 1
## 297 MALE BLACK 0
## 298 MALE BLACK 1
## 299 MALE BLACK 1
## 300 MALE HISPANIC 0
## 301 MALE WHITE 1
## 302 MALE WHITE 0
## 303 MALE WHITE 1
## 304 MALE WHITE 1
## 305 MALE WHITE 0
## 306 MALE WHITE 1
## 307 MALE WHITE 1
## 308 MALE WHITE 0
## 309 MALE WHITE 1
## 310 MALE WHITE 1
## 311 MALE BLACK 1
## 312 MALE WHITE 0
## 313 MALE HISPANIC 1
## 314 MALE WHITE 1
## 315 MALE BLACK 1
## 316 MALE BLACK 0
## 317 MALE WHITE 1
## 318 MALE BLACK 1
## 319 MALE WHITE 1
## 320 MALE WHITE 1
## 321 MALE BLACK 1
## 322 MALE BLACK 1
## 323 MALE WHITE 1
## 324 MALE WHITE 1
## 325 MALE WHITE 0
## 326 MALE WHITE 1
## 327 MALE BLACK 1
## 328 MALE WHITE 1
## 329 MALE HISPANIC 0
## 330 MALE WHITE 1
## 331 MALE WHITE 1
## 332 MALE HISPANIC 1
## 333 MALE WHITE 1
## 334 MALE BLACK 1
## 335 MALE WHITE 1
## 336 MALE WHITE 0
## 337 MALE WHITE 1
## 338 MALE BLACK 1
## 339 MALE BLACK 1
## 340 MALE BLACK 0
## 341 MALE WHITE 1
## 342 MALE WHITE 1
## 343 FEMALE WHITE 1
## 344 FEMALE WHITE 0
## 345 FEMALE WHITE 1
## 346 MALE WHITE 0
## 347 MALE HISPANIC 1
## 348 MALE BLACK 0
## 349 MALE BLACK 0
## 350 MALE WHITE 0
## 351 MALE BLACK 1
## 352 MALE BLACK 1
## 353 MALE WHITE 1
## 354 MALE WHITE 1
## 355 MALE BLACK 0
## 356 MALE HISPANIC 1
## 357 MALE BLACK 0
## 358 MALE HISPANIC 0
## 359 MALE BLACK 1
## 360 MALE WHITE 1
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## 1968 MALE BLACK 1
## 1969 MALE BLACK 1
## 1970 MALE WHITE 1
## 1971 MALE HISPANIC 1
## 1972 MALE WHITE 1
## 1973 FEMALE WHITE 1
## 1974 FEMALE WHITE 1
## 1975 FEMALE HISPANIC 1
## 1976 FEMALE WHITE 1
## 1977 FEMALE HISPANIC 1
## 1978 FEMALE WHITE 1
## 1979 FEMALE BLACK 1
## 1980 MALE HISPANIC 1
## 1981 MALE BLACK 1
## 1982 MALE BLACK 1
## 1983 MALE HISPANIC 1
## 1984 MALE BLACK 1
## 1985 MALE BLACK 1
## 1986 MALE WHITE 1
## 1987 MALE BLACK 1
## 1988 MALE WHITE 1
## 1989 MALE BLACK 1
## 1990 MALE HISPANIC 1
## 1991 MALE BLACK 1
## 1992 MALE BLACK 1
## 1993 MALE BLACK 0
## 1994 MALE WHITE 0
## 1995 MALE BLACK 0
## 1996 MALE WHITE 0
## 1997 MALE HISPANIC 0
## 1998 MALE WHITE 0
## 1999 MALE BLACK 0
## 2000 MALE HISPANIC 0
## 2001 FEMALE WHITE 0
## 2002 MALE HISPANIC 0
## 2003 MALE HISPANIC 0
## 2004 MALE BLACK 1
## 2005 MALE WHITE 0
## 2006 MALE WHITE 0
## 2007 MALE HISPANIC 0
## 2008 MALE BLACK 0
## 2009 MALE BLACK 1
## 2010 MALE BLACK 0
## 2011 MALE HISPANIC 0
## 2012 MALE BLACK 1
## 2013 MALE BLACK 0
## 2014 MALE BLACK 1
## 2015 MALE BLACK 0
## 2016 MALE BLACK 0
## 2017 MALE HISPANIC 0
## 2018 MALE HISPANIC 0
## 2019 MALE BLACK 0
## 2020 MALE BLACK 1
## 2021 MALE WHITE 0
## 2022 MALE HISPANIC 1
## 2023 MALE WHITE 0
## 2024 MALE BLACK 1
## 2025 MALE WHITE 1
## 2026 MALE HISPANIC 0
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## 2030 MALE BLACK 0
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## 2032 MALE WHITE 0
## 2033 MALE BLACK 0
## 2034 FEMALE WHITE 1
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## 33161 FEMALE BLACK 1
## 33162 FEMALE HISPANIC 1
## 33163 FEMALE HISPANIC 1
## 33164 FEMALE WHITE 1
## 33165 FEMALE BLACK 1
## 33166 FEMALE WHITE 1
## 33167 FEMALE WHITE 1
## 33168 FEMALE BLACK 1
## 33169 FEMALE HISPANIC 1
## 33170 FEMALE WHITE 1
## 33171 FEMALE WHITE 1
## 33172 FEMALE BLACK 1
## 33173 FEMALE WHITE 1
## 33174 FEMALE BLACK 1
## 33175 FEMALE BLACK 1
## 33176 MALE HISPANIC 1
## 33177 MALE BLACK 1
## 33178 MALE HISPANIC 1
## 33179 MALE WHITE 1
## 33180 MALE HISPANIC 1
## 33181 MALE WHITE 1
## 33182 MALE BLACK 1
## 33183 MALE BLACK 1
## 33184 MALE BLACK 0
## 33185 MALE BLACK 0
## 33186 MALE HISPANIC 1
## 33187 MALE HISPANIC 1
## 33188 MALE BLACK 0
## 33189 MALE HISPANIC 0
## 33190 FEMALE WHITE 0
## 33191 MALE BLACK 0
## 33192 MALE BLACK 0
## 33193 MALE BLACK 0
## 33194 MALE BLACK 0
## 33195 MALE BLACK 1
## 33196 MALE BLACK 1
## 33197 MALE BLACK 0
## 33198 MALE BLACK 0
## 33199 MALE WHITE 1
## 33200 FEMALE WHITE 1
## 33201 MALE WHITE 1
## 33202 MALE BLACK 1
## 33203 FEMALE WHITE 1
## 33204 FEMALE HISPANIC 1
## 33205 MALE WHITE 1
## 33206 MALE WHITE 1
## 33207 MALE HISPANIC 1
## 33208 MALE WHITE 1
## 33209 MALE WHITE 1
## 33210 FEMALE WHITE 1
## 33211 FEMALE BLACK 1
## 33212 MALE BLACK 1
## 33213 MALE WHITE 1
## 33214 MALE WHITE 1
## 33215 MALE BLACK 1
## 33216 MALE BLACK 0
## 33217 MALE WHITE 1
## 33218 MALE BLACK 1
## 33219 MALE WHITE 1
## 33220 FEMALE WHITE 1
## 33221 FEMALE WHITE 1
## 33222 FEMALE WHITE 1
## 33223 FEMALE BLACK 1
## 33224 FEMALE WHITE 1
## 33225 FEMALE WHITE 1
## 33226 MALE WHITE 0
## 33227 MALE BLACK 1
## 33228 MALE BLACK 1
## 33229 MALE BLACK 1
## 33230 MALE BLACK 1
## 33231 MALE HISPANIC 1
## 33232 MALE BLACK 1
## 33233 FEMALE BLACK 1
## 33234 FEMALE WHITE 1
## 33235 MALE BLACK 1
## 33236 MALE BLACK 1
## 33237 MALE HISPANIC 0
## 33238 FEMALE WHITE 0
## 33239 MALE BLACK 0
## 33240 MALE BLACK 0
## 33241 FEMALE WHITE 0
## 33242 MALE BLACK 0
## 33243 MALE BLACK 0
## 33244 MALE BLACK 1
## 33245 MALE WHITE 0
## 33246 MALE BLACK 0
## 33247 MALE BLACK 0
## 33248 MALE BLACK 0
## 33249 MALE WHITE 0
## 33250 MALE BLACK 0
## 33251 MALE BLACK 0
## 33252 MALE WHITE 1
## 33253 MALE HISPANIC 1
## 33254 MALE BLACK 0
## 33255 FEMALE HISPANIC 1
## 33256 MALE WHITE 0
## 33257 MALE WHITE 1
## 33258 MALE HISPANIC 0
## 33259 MALE BLACK 1
## 33260 MALE WHITE 1
## 33261 MALE BLACK 1
## 33262 MALE BLACK 1
## 33263 MALE HISPANIC 1
## 33264 MALE BLACK 0
## 33265 MALE WHITE 1
## 33266 MALE BLACK 1
## 33267 FEMALE BLACK 0
## 33268 FEMALE BLACK 0
## 33269 MALE BLACK 0
## 33270 MALE HISPANIC 0
## 33271 MALE HISPANIC 1
## 33272 MALE WHITE 0
## 33273 MALE HISPANIC 1
## 33274 MALE WHITE 1
## 33275 FEMALE BLACK 1
## 33276 FEMALE HISPANIC 1
## 33277 FEMALE BLACK 1
## 33278 FEMALE WHITE 1
## 33279 FEMALE WHITE 1
## 33280 FEMALE BLACK 1
## 33281 FEMALE WHITE 1
## 33282 FEMALE WHITE 1
## 33283 MALE HISPANIC 1
## 33284 MALE BLACK 1
## 33285 MALE HISPANIC 1
## 33286 MALE HISPANIC 1
## 33287 MALE HISPANIC 1
## 33288 MALE BLACK 1
## 33289 MALE HISPANIC 1
## 33290 MALE WHITE 1
## 33291 MALE BLACK 0
## 33292 MALE WHITE 1
## 33293 MALE WHITE 1
## 33294 MALE WHITE 1
## 33295 MALE WHITE 1
## 33296 MALE HISPANIC 1
## 33297 MALE WHITE 1
## 33298 MALE HISPANIC 1
## 33299 MALE WHITE 1
## 33300 MALE WHITE 1
## 33301 MALE WHITE 1
## 33302 MALE BLACK 1
## 33303 MALE WHITE 1
## 33304 MALE WHITE 1
## 33305 MALE WHITE 1
## 33306 FEMALE BLACK 1
## 33307 FEMALE WHITE 1
## 33308 FEMALE WHITE 1
## 33309 FEMALE WHITE 1
## 33310 FEMALE HISPANIC 1
## 33311 FEMALE BLACK 1
## 33312 FEMALE HISPANIC 1
## 33313 FEMALE BLACK 1
## 33314 FEMALE WHITE 1
## 33315 FEMALE BLACK 1
## 33316 FEMALE WHITE 1
## 33317 FEMALE BLACK 1
## 33318 FEMALE BLACK 1
## 33319 FEMALE WHITE 1
## 33320 FEMALE BLACK 1
## 33321 FEMALE WHITE 1
## 33322 FEMALE WHITE 1
## 33323 FEMALE BLACK 1
## 33324 MALE BLACK 1
## 33325 MALE HISPANIC 1
## 33326 MALE BLACK 1
## 33327 MALE HISPANIC 1
## 33328 MALE BLACK 1
## 33329 MALE BLACK 1
## 33330 MALE BLACK 0
## 33331 MALE HISPANIC 1
## 33332 MALE BLACK 1
## 33333 MALE BLACK 1
## [ reached getOption("max.print") -- omitted 8202 rows ]Suppose we model the success of parole hearings…
parole_success = glm(granted ~ sex
, data=parole_data
, family = 'binomial')
parole_success##
## Call: glm(formula = granted ~ sex, family = "binomial", data = parole_data)
##
## Coefficients:
## (Intercept) sexMALE
## 2.392 -1.363
##
## Degrees of Freedom: 41534 Total (i.e. Null); 41533 Residual
## Null Deviance: 46850
## Residual Deviance: 46320 AIC: 46320summary(parole_success)##
## Call:
## glm(formula = granted ~ sex, family = "binomial", data = parole_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.2268 -1.6337 0.7818 0.7818 0.7818
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.39190 0.06916 34.58 <2e-16 ***
## sexMALE -1.36305 0.07011 -19.44 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 46854 on 41534 degrees of freedom
## Residual deviance: 46319 on 41533 degrees of freedom
## AIC: 46323
##
## Number of Fisher Scoring iterations: 4What does this mean?
coefficients(parole_success)## (Intercept) sexMALE
## 2.391896 -1.363046What would the lm interpretation be?
Coefficient interpretation
Remember what the logit function does?
Y ~ log_odds_ratio(X)… So the coefficient X needs to be transformed.
Coefficient interpretation
Transforming the coefficient:
log odds to probability
- log –> un-log
- natural logarithm reverse
e—>exp()in R
Coefficient interpretation
Let’s use the output and transform:
coefficients(parole_success)## (Intercept) sexMALE
## 2.391896 -1.363046exp(-1.36)## [1] 0.2566608Understanding the odds
table(parole_data$granted, parole_data$sex)##
## FEMALE MALE
## 0 228 10220
## 1 2493 28594Odds by hand
| Female | Male | |
|---|---|---|
| 0 | 228 | 10220 |
| 1 | 2493 | 28594 |
| 2721 | 38814 |
Odds of male granted:
(28594/38814)/(10220/38814)## [1] 2.797847#Note: equivalent to 28594/10220Odds of female granted:
2493/228## [1] 10.93421Odds ratio male to female granted
2.7978/10.9342## [1] 0.2558761Proof:
log(0.2558)## [1] -1.363359coefficients(parole_success)## (Intercept) sexMALE
## 2.391896 -1.363046Interpretation
Conversely: Female to male odds ration…
10.9342/2.7978## [1] 3.908142The odds of being granted parole as a female are 3.90 times the odds of being granted parole as a male.
Add additional factor?
tapply(parole_data$granted, list(parole_data$race), mean)## BLACK HISPANIC WHITE
## 0.6965374 0.7137377 0.8355549Extend the model
parole_success_2 = glm(granted ~ sex + race
, data=parole_data
, family = 'binomial')
summary(parole_success_2)##
## Call:
## glm(formula = granted ~ sex + race, family = "binomial", data = parole_data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.3921 -1.5223 0.6224 0.8680 0.8680
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.04089 0.07057 28.920 < 2e-16 ***
## sexMALE -1.25900 0.07054 -17.848 < 2e-16 ***
## raceHISPANIC 0.09646 0.02909 3.317 0.000911 ***
## raceWHITE 0.76131 0.02763 27.557 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 46854 on 41534 degrees of freedom
## Residual deviance: 45471 on 41531 degrees of freedom
## AIC: 45479
##
## Number of Fisher Scoring iterations: 4Interpretation
coefficients(parole_success_2)## (Intercept) sexMALE raceHISPANIC raceWHITE
## 2.04089495 -1.25900315 0.09646174 0.76131449???
–> Key: odds ratio to reference group
Interpretation
# --> sex: MALE to FEMALE
exp(-1.259)## [1] 0.2839378# --> race: HISPANIC to BLACK
exp(0.096)## [1] 1.100759# --> race: WHITE to BLACK
exp(0.7613)## [1] 2.141058Adding more…
interaction.plot(parole_data$sex, parole_data$race, parole_data$granted)
Interactions?
tapply(parole_data$granted, list(parole_data$sex, parole_data$race), mean)## BLACK HISPANIC WHITE
## FEMALE 0.8870804 0.8757764 0.9456215
## MALE 0.6859737 0.7072319 0.8236240Extend the model further
parole_success_3 = glm(granted ~ sex*race
, data=parole_data
, family = 'binomial')
parole_success_3##
## Call: glm(formula = granted ~ sex * race, family = "binomial", data = parole_data)
##
## Coefficients:
## (Intercept) sexMALE raceHISPANIC
## 2.06126 -1.27990 -0.10823
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 0.79461 0.20885 -0.03488
##
## Degrees of Freedom: 41534 Total (i.e. Null); 41529 Residual
## Null Deviance: 46850
## Residual Deviance: 45470 AIC: 45480Interpretation
coefficients(parole_success_3)## (Intercept) sexMALE raceHISPANIC
## 2.06125922 -1.27989659 -0.10823161
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 0.79461370 0.20884686 -0.03488046Have a look at this Stackexchange answer.
Interpretation
exp(coefficients(parole_success_3))## (Intercept) sexMALE raceHISPANIC
## 7.8558559 0.2780661 0.8974197
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 2.2135857 1.2322563 0.9657208Odds ratios!
For males the OR of BLACK to HISPANIC is 1.23 the OR of females
exp(coefficients(parole_success_3))## (Intercept) sexMALE raceHISPANIC
## 7.8558559 0.2780661 0.8974197
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 2.2135857 1.2322563 0.9657208Odds ratios!
For males the OR of BLACK to WHITE is 0.97 the OR of females
exp(coefficients(parole_success_3))## (Intercept) sexMALE raceHISPANIC
## 7.8558559 0.2780661 0.8974197
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 2.2135857 1.2322563 0.9657208Odds ratios!
For males the OR of granted parole is 0.27 the OR of females
exp(coefficients(parole_success_3))## (Intercept) sexMALE raceHISPANIC
## 7.8558559 0.2780661 0.8974197
## raceWHITE sexMALE:raceHISPANIC sexMALE:raceWHITE
## 2.2135857 1.2322563 0.9657208Odds ratios!
For WHITE defendants the OR of granted parole is 2.21 the OR of BLACK defendants
Connections to machine learning
- Regression the best starting point
- Core difference: explanatory modelling vs predictive modelling
- More care against overfitting in predictive modelling
- Split the data
Goodness-of-fit of a model
Assessing how good a model is
Model fit
Model fit
Explained variance: R-squared (multiple vs adjusted)
summary(complete_model)##
## Call:
## lm(formula = n_fatal ~ n_guns * mental_illness * school_related,
## data = smsd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.9592 -2.1233 -0.6777 1.2421 26.2074
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 2.30041 0.93210 2.468
## n_guns 0.86436 0.39577 2.184
## mental_illnessYes 1.47991 1.28991 1.147
## school_relatedYes -0.01274 1.70127 -0.007
## n_guns:mental_illnessYes 0.03300 0.49495 0.067
## n_guns:school_relatedYes -1.02874 0.77367 -1.330
## mental_illnessYes:school_relatedYes -3.41734 2.24208 -1.524
## n_guns:mental_illnessYes:school_relatedYes 1.94549 0.91794 2.119
## Pr(>|t|)
## (Intercept) 0.0146 *
## n_guns 0.0303 *
## mental_illnessYes 0.2528
## school_relatedYes 0.9940
## n_guns:mental_illnessYes 0.9469
## n_guns:school_relatedYes 0.1854
## mental_illnessYes:school_relatedYes 0.1293
## n_guns:mental_illnessYes:school_relatedYes 0.0355 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.016 on 173 degrees of freedom
## Multiple R-squared: 0.2315, Adjusted R-squared: 0.2004
## F-statistic: 7.444 on 7 and 173 DF, p-value: 8.021e-08Model fit
Mean squared error
mean(complete_model$residuals^2)## [1] 15.41751Model fit
Root mean square error
sqrt(mean(complete_model$residuals^2))## [1] 3.926514Model fit
Mean absolute error
mean(abs(complete_model$residuals))## [1] 2.519573Model fit
Mean percentage error
mean(complete_model$residuals/(complete_model$model$n_fatal+1)*100)## [1] -50.7433Model fit
Mean absolute percentage error
mean(abs(complete_model$residuals/(complete_model$model$n_fatal+1))*100)## [1] 75.17279Model comparison
When to choose one model over the other?
Model comparison
Idea: 2 models compete
Requirement: the two models are nested
Nested models
model_1 = lm(n_fatal ~ mental_illness, data = smsd)
model_2 = lm(n_fatal ~ mental_illness+school_related, data = smsd)
model_3 = lm(n_fatal ~ mental_illness*school_related, data = smsd)Rough model evaluation
sqrt(mean(model_1$residuals^2))## [1] 4.370098sqrt(mean(model_2$residuals^2))## [1] 4.311128sqrt(mean(model_3$residuals^2))## [1] 4.306262But you want to be precise…
Model comparison test
anova(model_1, model_2)## Analysis of Variance Table
##
## Model 1: n_fatal ~ mental_illness
## Model 2: n_fatal ~ mental_illness + school_related
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 179 3456.7
## 2 178 3364.0 1 92.66 4.9029 0.02808 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1anova(model_2, model_3)## Analysis of Variance Table
##
## Model 1: n_fatal ~ mental_illness + school_related
## Model 2: n_fatal ~ mental_illness * school_related
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 178 3364.0
## 2 177 3356.4 1 7.589 0.4002 0.5278anova(model_1, model_3)## Analysis of Variance Table
##
## Model 1: n_fatal ~ mental_illness
## Model 2: n_fatal ~ mental_illness * school_related
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 179 3456.7
## 2 177 3356.4 2 100.25 2.6433 0.07393 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Model comparison
Model comparison
- only if additional parameters improve the model significantly
- vice versa: you only reject your model if it’s significantly worse than a more complicated model
RECAP
- model selection
- logistic regression
- coefficient interpretation
- model selection
Outlook
Next week
- Hypothesis testing beyond t-tests
- GLM as ANOVA
Homework
- Advanced regression modelling in R