Contrasts: Estimate Contrasts for Mixor Object

Description Usage Arguments Value Author(s) See Also Examples

View source: R/Contrasts.R

Description

This function is used to specify and estimate contrasts of interest for a mixor object.

Usage

1
2
Contrasts(fit, contrast.matrix, digits=max(3, getOption("digits") - 2), 
   signif.stars=TRUE, dig.tst = max(1, min(5, digits - 1)))

Arguments

fit

A mixor object.

contrast.matrix

A matrix of contrasts of interest. Each column in the contrast matrix should be of the same length as the coef vector of the fitted mixor object.

digits

minimum number of significant digits to be used for most numbers.

signif.stars

logical; if TRUE, P-values are additionally encoded visually as "significance stars" in order to help scanning of long coefficient tables.

dig.tst

minimum number of significant digits for the test statistics.

Value

A list containing the following components:

contrast.matrix

a matrix specifying the contrasts of interest.

Contrasts

a matrix containing the estimates, SEs, Z-values, and p-values for the contrasts of interest.

Author(s)

Kellie J. Archer, Donald Hedeker, Rachel Nordgren, Robert D. Gibbons

See Also

See Also as mixor, coef.mixor, vcov.mixor

Examples

 1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
library("mixor")
data("SmokingPrevention")
# data frame must be sorted by id variable
SmokingPrevention<-SmokingPrevention[order(SmokingPrevention$class),]
Fitted.students<-mixor(thksord~thkspre+cc+tv+cctv, data=SmokingPrevention, 
     id=class, link="logit")
summary(Fitted.students)
coef(Fitted.students)
vcov(Fitted.students)
cm<-matrix(c(-1,-1,-1,0,0,0,0,0,
              0, 0, 0,0,0,0,0,0,
			  0, 0, 0,1,0,0,0,1),ncol=3,byrow=TRUE)
Contrasts(Fitted.students, contrast.matrix=cm)

Example output

Loading required package: survival

Call:
mixor(formula = thksord ~ thkspre + cc + tv + cctv, data = SmokingPrevention, 
    id = class, link = "logit")

Deviance =         4230.766 
Log-likelihood =  -2115.383 
RIDGEMAX =         0 
AIC =             -2123.383 
SBC =             -2135.004 

                    Estimate Std. Error z value   P(>|z|)    
(Intercept)         0.075750   0.153514  0.4934  0.621701    
thkspre             0.414797   0.040822 10.1612 < 2.2e-16 ***
cc                  0.861324   0.187239  4.6001 4.222e-06 ***
tv                  0.205859   0.168025  1.2252  0.220510    
cctv               -0.301123   0.251755 -1.1961  0.231660    
Random.(Intercept)  0.188630   0.066243  2.8476  0.004406 ** 
Threshold2          1.273406   0.062949 20.2293 < 2.2e-16 ***
Threshold3          2.478912   0.080216 30.9029 < 2.2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
       (Intercept)            thkspre                 cc                 tv 
        0.07575035         0.41479744         0.86132413         0.20585925 
              cctv Random.(Intercept)         Threshold2         Threshold3 
       -0.30112255         0.18862954         1.27340629         2.47891177 
                     (Intercept)       thkspre           cc            tv
(Intercept)         2.356667e-02 -0.0033425314 -0.016115374 -1.554730e-02
thkspre            -3.342531e-03  0.0016664078  0.000215435 -1.005232e-04
cc                 -1.611537e-02  0.0002154350  0.035058258  1.558126e-02
tv                 -1.554730e-02 -0.0001005232  0.015581257  2.823231e-02
cctv                1.425335e-02  0.0009160829 -0.033842031 -2.793812e-02
Random.(Intercept) -8.011787e-05  0.0002697499  0.001749551 -1.948124e-03
Threshold2         -1.793964e-04  0.0008120776  0.001349416  8.913283e-04
Threshold3          2.950014e-04  0.0010213593  0.000698184  4.116407e-05
                            cctv Random.(Intercept)    Threshold2   Threshold3
(Intercept)         0.0142533511      -8.011787e-05 -0.0001793964 2.950014e-04
thkspre             0.0009160829       2.697499e-04  0.0008120776 1.021359e-03
cc                 -0.0338420310       1.749551e-03  0.0013494164 6.981840e-04
tv                 -0.0279381163      -1.948124e-03  0.0008913283 4.116407e-05
cctv                0.0633804946       1.241640e-03 -0.0003811800 1.260757e-03
Random.(Intercept)  0.0012416404       4.388076e-03  0.0006060819 1.702859e-03
Threshold2         -0.0003811800       6.060819e-04  0.0039625142 3.838976e-03
Threshold3          0.0012607567       1.702859e-03  0.0038389758 6.434629e-03
                    1  2  3
(Intercept)        -1 -1 -1
thkspre             0  0  0
cc                  0  0  0
tv                  0  0  0
cctv                0  0  0
Random.(Intercept)  0  0  0
Threshold2          0  1  0
Threshold3          0  0  1


  Estimate Std. Error z value   P(>|z|)    
1 -0.07575    0.15351 -0.4934    0.6217    
2  1.19766    0.16700  7.1717 7.405e-13 ***
3  2.40316    0.17150 14.0128 < 2.2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mixor documentation built on May 2, 2019, 5:56 a.m.