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{{lowercase|title=d'}}
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The '''sensitivity index''' or '''''d'''''' (pronounced 'dee-prime') is a [[statistic]] used in [[signal detection theory]]. It provides the separation between the means of the signal and the noise distributions, compared against the standard deviation of the noise distribution. For [[Normal distribution|normally distributed]] signal and noise with mean and standard deviations <math>\mu_S</math> and <math>\sigma_S</math>, and <math>\mu_N</math> and <math>\sigma_N</math>, respectively, d' is defined as:
 
: <math>d' = \frac{\mu_S - \mu_N}{\sqrt{\frac{1}{2}(\sigma_S^2 + \sigma_N^2)}}</math><ref>Samuel Gale and David Perkel. A Basal Ganglia Pathway Drives Selective Auditory Responses in Songbird Dopaminergic Neurons via Disinhibition. The Journal of Neuroscience (2010). 30(3):1027–1037</ref>
 
An estimate of d' can be also found from measurements of the hit rate and [[False alarm|false-alarm]] rate. It is calculated as:
 
::''d''' = ''Z''(hit rate) - ''Z''(false alarm rate),<ref>MacMillan N, Creelman C (2005) Detection Theory: A User’s Guide. Lawrence Erlbaum Associates. (p.7) Retrieved from: http://books.google.co.uk/books/about/Detection_Theory.html?id=hDX65v9bReYC</ref>
 
where function ''Z''(''p''), ''p'' &isin; [0,1], is the inverse of the [[Normal distribution#Cumulative distribution function|cumulative Gaussian distribution]].
 
''d' '' is a [[dimensionless]] statistic. A higher ''d''' indicates that the signal can be more readily detected.
 
==See also==
* [[Receiver Operating Characteristic]] (R.O.C.)
* [[Summary Statistics]]
 
==References==
{{reflist}}
* Wickens, Thomas D. (2001) ''Elementary Signal Detection Theory'', OUP USA. ISBN 0-19-509250-3 (Ch.2, p.20). [http://books.google.com/books?vid=ISBN0195092503&id=s3pGN_se4v0C&pg=PA22&lpg=PA22&dq=Thomas+D.+Wickens Excerpts]
 
==External links==
<!-- Please see [[Wikipedia:External links]] for guidelines on appropriate external links. -->
*[http://wise.cgu.edu/sdtmod/index.asp  Interactive signal detection theory tutorial] including calculation of d'.
 
[[Category:Detection theory]]
[[Category:Signal processing]]
[[Category:Summary statistics]]
 
 
{{Signal-processing-stub}}
{{stat-stub}}

Latest revision as of 17:30, 3 July 2014

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