Non-parametric and Distribution-free Approaches Flashcards
How do you find the Kaplan-Meier estimate? (method not formula)
Multiply 1-dj/nj for all t up to and including the required t (essentially product of the survival probabilities
Confidence interval for KM estimate
S(t) * ( 1 + 1.96 * sqrt( var(s(t) ) )
note Var(s(t)) formula will be given in exam if required
Give the formula for the Breslow estimator
Shat = exp ( - sum (dj / nj) )
What is a p-value
Probability you reject H0 when H0 is true
Do you want the p-value to be big or small
small
What is the power of a test
probability you reject H0 when H0 is false
Do you want power to be big or small
big
What does the log-rank test do?
Performs a statistical test of the difference in survival times been two groups
Give the formulae for di, Yi, e1i, and v1i
di = d1i + d2i Yi = Y1i + Y2i e1i = (Y1i / Yi ) * di v1i = (Y1i / Yi) * (1 - (Y1i / Yi) ) * ( (Yi - di)/(Yi - 1) ) * di
Log-rank test statistic generally
(O - E)^2 / Var(O - E)
Log-rank using d1i, e1i and v1i
[ sum(d1i) - sum(e1i) ]^2 / v1i