The hazard increment and mean at times 1 and 4 are identical to those for the Breslow approximation, as shown in table 3. At time 2, the number at risk for the first, second and third portions of the hazard increment are n1 = 11r + 5, n2 = (2/3)(7r + 3) + 4r + 2 = (26r + 12)/3, and n3 = (1/3)(7r + 3) + 4r + 2 = (19r + 9)/3. Subjects F–I experience the full hazard at time 2 of (10/3)(1/n1 + 1/n2 + 1/n3), subjects B–D experience (10/3)(1/n1 + 2/3n2 + 1/3n3). Thus, at β = 0 the martingale residuals are
Id |
Time |
Mc(0) |
|
A |
1 |
1 - 1/19 |
= 18/19 |
B |
1 |
0 - 1/19 |
= -1/19 |
C |
2 |
1 - (1/19 + 10/48 + 20/114 + 10/84) |
=473/1064 |
D |
2 |
1 - (1/19 + 10/48 + 20/114 + 10/84) |
=473/1064 |
E |
2 |
1 - (1/19 + 10/48 + 20/114 + 10/84) |
=473/1064 |
F |
2 |
0 - (1/19 + 10/48 + 10/38 + 10/28) |
=-2813/3192 |
G |
3 |
0 - (1/19 + 10/48 + 10/38 + 10/28) |
=-2813/3192 |
H |
4 |
1 - (1/19 + 10/48 + 10/38 + 10/28 + 2/3) |
=-1749/3192 |
I |
5 |
0 - (1/19 + 10/48 + 10/38 + 10/28 + 2/3) |
=-4941/3192 |
The hazard estimate for a hypothetical subject with covariate X† is Λi(t) = exp(X†β)Λ0(t), Λ0 has increments of 1/(r2+11r+7, (10/3)(1/n1+ 1/n2 + 1/n3) and 2/(2r + 1). This increment at time 2 is a little larger than the Breslow jump of 10/d1. The first term of the variance will have an increment of [exp(() at time 2. The
increment to the cumulative distance from the center d will be
For X† = 1 and β = π/3 we get cumulative hazard and variance below.
We have r = eπ/3,
Λ Variance
e/(r2 + 11r + 7) 0.03272832 e2/(r2 + 11r + 7)2
This is an extension of test data set 3, but with 3 covariates. Let ri = exp(Xβ) be the risk score for each subject, β unspecified. Table 4 shows the data set along with the mean and increment to the hazard at each point.
At β = 0 we have r = 1 and
Id |
Time |
Status |
x1 |
x2 |
x3 |
Wt |
Denominator |
x¯2 |
1 |
10 |
1 |
0 |
2 |
5 |
1 |
d1 = r1 + 2r2 + d2 + d3 |
(2r1 + 3r3 + 4r4 + 2r6 + 2r8) |
2 |
10 |
0 |
0 |
0 |
2 |
2 |
||
3 |
20 |
1 |
1 |
1 |
3 |
3 |
d2 = 3r3 + 4r4 + 3r5+ |
(3r3 + 4r4 + 2r6 + 2r8)/d2 |
4 |
20 |
1 |
1 |
1 |
6 |
4 |
2r6 + r7 + d3 |
|
5 |
20 |
1 |
0 |
0 |
4 |
3 |
||
6 |
20 |
0 |
0 |
1 |
3 |
2 |
||
7 |
30 |
0 |
1 |
0 |
1 |
1 |
||
8 |
40 |
1 |
1 |
1 |
3 |
2 |
d3 = 2r8 + r9 |
2r4/d3 |
9 |
50 |
0 |
1 |
0 |
1 |
1 |
/d
Table 4: Test data 4
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