Maximum Likelihood Parameters (Maximum Likelihood Parameters)

Description

In these algorithms, the goal is to estimate hyperparameters using maximum likelihood.

Parameters

No parameters found.

Table of Algorithms

Name	Year	Time	Space	Approximation Factor	Model	Reference
Expectation–maximization (EM) algorithm	1977	$O(n^{3})$	$O(n+r)$?	Exact	Deterministic	Time
Newton–Raphson algorithm	1685	$O(n^{3})$	$O(n+r^{2})$?	Exact	Deterministic
Parameter-expanded expectation maximization (PX-EM) algorithm	1998	$O(n^{3})$	$O(n+r)$?	Exact	Deterministic	Time
Expectation conditional maximization (ECM)	2017	$O(n^{2} logn)$	$O(n+r)$?	Exact	Deterministic	Time
Generalized expectation maximization (GEM) algorithm	1994	$O(n^{4} log^{0.{1}.5}n)$	$O(n+r)$?	Exact	Deterministic	Time
α-EM algorithm	2003	$O(n^{3})$	$O(n+r)$?	Exact	Deterministic	Time

Time Complexity Graph

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Space Complexity Graph

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Pareto Frontier Improvements Graph

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