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papers:tr-bottou-2012 [2012/09/12 08:08] leonb |
papers:tr-bottou-2012 [2018/05/01 10:22] (current) leonb |
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- | Using the search engine ad placement problem as an example, we explain the | + | This work shows how to leverage |
- | central role of causal inference | + | |
- | with their environments. Thanks | + | |
- | collected during randomized experiments gives precious cues to assist | + | |
- | designer of such learning systems | + | |
- | algorithms. Thanks | + | |
- | the extraction | + | |
- | to causal models | + | |
- | foundations shared with physics, these signals can describe | + | |
- | the system when equilibrium conditions are reached. | + | |
<box 99% green> | <box 99% green> | ||
- | Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela, | + | Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela, |
+ | \\ | ||
[[http:// | [[http:// | ||
+ | < | ||
+ | Latest: | ||
[[http:// | [[http:// | ||
[[http:// | [[http:// | ||
[[http:// | [[http:// | ||
</ | </ | ||
+ | |||
+ | A version of this text was published in [[bottou-jmlr-2013| 2013 (JMLR)]]. | ||
@techreport{tr-bottou-2012, | @techreport{tr-bottou-2012, | ||
- | author = {Bottou, L\'eon and Peters, Jonas and Qui\~{n}onero-Candela, | + | author = {Bottou, L\'eon and Peters, Jonas and Qui{\~n}onero-Candela, |
- | Charles, Denis X. and Chickering, D. Max and Portugualy, Elon and | + | Charles, Denis X. and Chickering, D. Max and Portugaly, Elon and |
Ray, Dipankar and Simard, Patrice and Snelson, Ed}, | Ray, Dipankar and Simard, Patrice and Snelson, Ed}, | ||
title = {Counterfactual Reasoning and Learning Systems}, | title = {Counterfactual Reasoning and Learning Systems}, | ||
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url = {http:// | url = {http:// | ||
} | } | ||
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