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Questions tagged [targeted-maximum-likelihood]

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What is "Targeted Maximum Likelihood Expectation"?

I'm trying to understand some papers by Mark van der Laan. He's a theoretical statistician at Berkeley working on problems overlap significantly with machine learning. One problem for me (besides ...
Nathan Kurz's user avatar
53 votes
9 answers
3k views

Are all models useless? Is any exact model possible -- or useful?

This question has been festering in my mind for over a month. The February 2015 issue of Amstat News contains an article by Berkeley Professor Mark van der Laan that scolds people for using inexact ...
Russ Lenth's user avatar
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9 votes
1 answer
1k views

Theory behind Targeted Maximum Likelihood Estimation (TMLE)

There are many fine how-to articles describing how to implement TMLE but they avoid the details of the underlying theory. I'm currently working my way through Targeted Learning: Causal Inference for ...
RobertF's user avatar
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3 votes
1 answer
514 views

Targeted Maximum Likelihood Estimation for dummies?

I have tried to get my head around the concept of TMLE, but most references seem to be written by people who despise being understood (or maybe I am just hebetudinous). I have tried to read the paper ...
Dumbo's user avatar
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