Decision list

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Decision lists are a representation for Boolean functions.[1] Single term decision lists are more expressive than disjunctions and conjunctions; however, 1-term decision lists are less expressive than the general disjunctive normal form and the conjunctive normal form.

The language specified by a k-length decision list includes as a subset the language specified by a k-depth decision tree.

Learning decision lists can be used for attribute efficient learning.[2]

Definition

A decision list (DL) of length r is of the form:

if f1 then 
  output b1
else if f2 then
  output b2
...
else if fr then
  output br

where fi is the ith formula and bi is the ith boolean for i \in \{1...r\}. The last if-then-else is the default case, which means formula fr is always equal to true. A k-DL is a decision list where all of formulas have at most k terms. Sometimes "decision list" is used to refer to a 1-DL, where all of the formulas are either a variable or its negation.

References

  1. Lua error in package.lua at line 80: module 'strict' not found.
  2. Adam R. Klivans and Rocco A. Servedio, "Toward Attribute Efficient Learning of Decision Lists and Parities", Journal of Machine Learning Research 7:12:587-602 ACM Digital Library full text


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