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<math>\sum_{i=1}^{n}\left (Distr Good_{i}-Distr Bads_{i} \right ) \times ln\left (\frac{Distr Good_{i}}{Distr Bads_{i}} \right )</math>
<math>\sum_{i=1}^{n}\left (Distr Good_{i}-Distr Bads_{i} \right ) \times ln\left (\frac{Distr Good_{i}}{Distr Bads_{i}} \right )</math>


{| class="wikitable"

|-
! Age !! Total Count of Customers !! Count of Bads!! Count of Goods !! Distribution of Bads !! Distribution of Goods !! Information Value
|-
| Example || Example || Example || Example || Example || Example || Example
|-
| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
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| Example || Example || Example || Example || Example || Example || Example
|}
==References==
==References==
{{Reflist}}
{{Reflist}}

Revision as of 00:49, 2 December 2013

The Information Value is a method of Feature selection widely used in credit scoring[1]. The formula is

Age Total Count of Customers Count of Bads Count of Goods Distribution of Bads Distribution of Goods Information Value
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example
Example Example Example Example Example Example Example

References

  1. ^ [[1]]Metric Divergence Measures and Information Value in Credit Scoring, Guoping Zeng