Propositional proof system: Difference between revisions

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The '''Tversky index''', named after [[Amos Tversky]],<ref>{{cite journal |last=Tversky |first=Amos |title=Features of Similarity |journal=Psychological Reviews |volume=84 |number=4 |year=1977 |pages=327–352 |url=http://www.cogsci.ucsd.edu/~coulson/203/tversky-features.pdf}}</ref> is an asymmetric [[similarity measure]] on [[set theory|sets]] that compares a variant to a prototype. The Tversky index can be seen as a generalization of [[Dice's coefficient]] and [[Tanimoto coefficient]].
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For sets ''X'' and ''Y'' the Tversky index is a number between 0 and 1 given by
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<math>S(X, Y) = \frac{| X \cap Y |}{| X \cap Y | + \alpha | X - Y | + \beta | Y - X |} </math>,
 
Here, <math>X - Y</math> denotes the  [[Complement (set theory)| relative complement ]] of Y in X.
 
Further, <math>\alpha, \beta \ge 0 </math> are parameters of the Tversky index.  Setting <math>\alpha = \beta = 1 </math> produces the Tanimoto coefficient; setting <math>\alpha = \beta = 0.5 </math> produces Dice's coefficient.
 
If we consider ''X'' to be the prototype and ''Y'' to be the variant, then <math>\alpha</math> corresponds to the weight of the prototype and <math>\beta</math> corresponds to the weight of the variant. Tversky measures with <math>\alpha + \beta = 1</math> are of special interest.<ref>http://www.daylight.com/dayhtml/doc/theory/theory.finger.html</ref>
 
Because of the inherent asymmetry, the Tversky index does not meet the criteria for a similarity metric. However, if symmetry is needed a variant of the original formulation has been proposed using '''max''' and '''min''' functions <ref>Jimenez, S., Becerra, C., Gelbukh, A. [http://aclweb.org/anthology/S/S13/S13-1028.pdf SOFTCARDINALITY-CORE: Improving Text Overlap with Distributional Measures for Semantic Textual Similarity]. Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 1: Proceedings of the Main Conference and the Shared Task: Semantic Textual Similarity, p.194-201, June 7–8, 2013, Atlanta, Georgia, USA.</ref>
.
 
<math>S(X,Y)=\frac{| X \cap Y |}{| X \cap Y |+\beta\left(\alpha a+(1-\alpha)b\right)}</math>,
 
<math>a=\min\left(|X-Y|,|Y-X|\right) </math>,
 
<math>b=\max\left(|X-Y|,|Y-X|\right) </math>,
 
This formulation also re-arranges parameters <math>\alpha </math> and <math>\beta </math>. Thus, <math> \alpha </math> controls the balance between <math> |X - Y| </math> and <math> |Y - X| </math> in the denominator. Similarly, <math>\beta</math> controls the effect of the symmetric difference <math> |X\,\triangle\,Y\,| </math> versus <math> | X \cap Y | </math> in the denominator.
 
==Notes==
{{reflist}}
 
[[Category:Index numbers]]
[[Category:String similarity measures]]
[[Category:Measure theory]]

Latest revision as of 20:43, 3 May 2014

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