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\(\hat P(s,t) = \prod_{s<u\le t}(I + d\hat A(u))\), a nonparametric product integral over event times. Rows sum to one by construction. Mirrors morie.fn.mstrn.

Usage

morie_aalen_johansen(
  time,
  state_from,
  state_to,
  n_states = NULL,
  s = 0,
  t = NULL
)

Arguments

time

numeric transition times.

state_from, state_to

integer states, 0-indexed.

n_states

total number of states; inferred if NULL.

s, t

interval endpoints; t defaults to the last event time.

Value

list: P, event_times, increments, at_risk, n_states, n_transitions.

References

Aalen, O. O. & Johansen, S. (1978). An empirical transition matrix for non-homogeneous Markov chains based on censored observations. Scand. J. Statist., 5(3), 141-150.

Examples

morie_aalen_johansen(1:6, c(0, 0, 0, 1, 0, 1), c(1, 1, 2, 2, 1, 2), 3)$P
#>      [,1]    [,2]    [,3]
#> [1,]    0 0.46875 0.53125
#> [2,]    0 0.56250 0.43750
#> [3,]    0 0.00000 1.00000