Generalized expectation maximization (GEM) algorithm ( Maximum Likelihood Parameters)

From Algorithm Wiki
Jump to navigation Jump to search

Time Complexity

$O(n^{4} \log^{0.1}(.{5}n)$)

Space Complexity

$O(n+r)$? words

(Stores current theta and Z guesses, which is updated each iteration. Also assumes description of log-likelihood takes O(n+r) auxiliary space.)

Description

Approximate?

Exact

Randomized?

No, deterministic

Model of Computation

Real RAM

Year

1994

Reference

https://web.eecs.umich.edu/~fessler/papers/files/jour/94/web/fessler-94-sag.pdf