Difference between revisions of "Observation selection effect"

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A selection effect exists when some property of a thing is correlated with its being sampled. The classic example is a phone poll sampling only those people who have phones.  
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A selection effect exists when some property of a thing is correlated with its being sampled. The classic example is a phone poll sampling only those people who have phones. Where only wealthy people have phones, such a poll would overestimate average wealth.
  
An '''observation selection effect''' exists when some property of a thing is correlated with the observer existing in the first place. The study of such effects is sometimes called "anthropic reasoning" or "anthropics", after the [http://en.wikipedia.org/wiki/Anthropic_principle anthropic principle].
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An '''observation selection effect''' exists when some property of a thing is correlated with the observer existing in the first place. The study of such effects is sometimes called "anthropic reasoning" or "anthropics", after the [http://en.wikipedia.org/wiki/Anthropic_principle anthropic principle]. For example, if intelligence hadn't evolved, we wouldn't exist. So it's [http://www.nickbostrom.com/aievolution.pdf not obvious] that we can start from the observation that intelligence evolved here, and infer that such evolution is common, or that designing intelligence is easy.
  
Recent approaches to such effects have focused less on "anthropic principles" and more on possible assumptions such as:
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Recent approaches to such effects have focused less on "anthropic principles" and more on candidate assumptions such as:
  
 
* The [[Self-sampling assumption|Self-Sampling Assumption]], which performs a Bayesian update on the fact that you were randomly chosen out of the set of all observers.  
 
* The [[Self-sampling assumption|Self-Sampling Assumption]], which performs a Bayesian update on the fact that you were randomly chosen out of the set of all observers.  
 
* The [[Self-indication assumption|Self-Indication Assumption]], which favors theories in proportion to the number of observers they predict, because with more observers, you're more likely to exist at all. (Sometimes, people take this to include the Self-Sampling Assumption, using "SIA" as shorthand for "SSA+SIA".)
 
* The [[Self-indication assumption|Self-Indication Assumption]], which favors theories in proportion to the number of observers they predict, because with more observers, you're more likely to exist at all. (Sometimes, people take this to include the Self-Sampling Assumption, using "SIA" as shorthand for "SSA+SIA".)
* [http://philsci-archive.pitt.edu/2888/ Full Non-Indexical Conditioning], which performs a Bayesian update on the fact that there exists someone with your exact experiences.
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* [http://philsci-archive.pitt.edu/2888/ Full Non-indexical Conditioning], which performs a Bayesian update on the fact that there exists someone with your exact experiences.
  
One approach to anthropic reasoning that has [http://lesswrong.com/lw/175/torture_vs_dust_vs_the_presumptuous_philosopher/ sometimes] [http://lesswrong.com/lw/32o/if_a_tree_falls_on_sleeping_beauty/ been] [http://arxiv.org/abs/1110.6437 attempted] is to derive principles from [[Decision theory|decision theory]].
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Such assumptions are needed to determine how we choose between theories predicting different sets of observers.
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One approach to anthropic reasoning that has [http://lesswrong.com/lw/175/torture_vs_dust_vs_the_presumptuous_philosopher/ sometimes] [http://lesswrong.com/lw/32o/if_a_tree_falls_on_sleeping_beauty/ been] [http://arxiv.org/abs/1110.6437 attempted] is to derive the right principles from [[Decision theory|decision theory]].
  
 
==Blog posts==
 
==Blog posts==

Revision as of 10:42, 27 June 2012

A selection effect exists when some property of a thing is correlated with its being sampled. The classic example is a phone poll sampling only those people who have phones. Where only wealthy people have phones, such a poll would overestimate average wealth.

An observation selection effect exists when some property of a thing is correlated with the observer existing in the first place. The study of such effects is sometimes called "anthropic reasoning" or "anthropics", after the anthropic principle. For example, if intelligence hadn't evolved, we wouldn't exist. So it's not obvious that we can start from the observation that intelligence evolved here, and infer that such evolution is common, or that designing intelligence is easy.

Recent approaches to such effects have focused less on "anthropic principles" and more on candidate assumptions such as:

  • The Self-Sampling Assumption, which performs a Bayesian update on the fact that you were randomly chosen out of the set of all observers.
  • The Self-Indication Assumption, which favors theories in proportion to the number of observers they predict, because with more observers, you're more likely to exist at all. (Sometimes, people take this to include the Self-Sampling Assumption, using "SIA" as shorthand for "SSA+SIA".)
  • Full Non-indexical Conditioning, which performs a Bayesian update on the fact that there exists someone with your exact experiences.

Such assumptions are needed to determine how we choose between theories predicting different sets of observers.

One approach to anthropic reasoning that has sometimes been attempted is to derive the right principles from decision theory.

Blog posts

External links

See also