Program Induction, Complexity and Occam''s Razor
The Induction of Computable Functions, Modularity and No Free Lunch Theorems
Search is a broad machine learning method where solutions are generated and tested. We focus on evolving computable functions with genetic programming. The literature reveals the complexity of programs is small, indicating a limitation of current methods. No Free Lunch is not valid for machine learning as simpler functions are represented more frequently which is also related to Occam''s razor. We argue for Occam''s razor, not on grounds of simplicity but probability. The complexity of a function depends on the primitives available. If the representation can build new primitives, then the complexity is independent of the primitives. We giv…
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Produktdetails
- ISBN: 978-3-8383-8934-9
- EAN: 9783838389349
- Produktnummer: 37834652
- Verlag: LAP Lambert Academic Publishing
- Sprache: Englisch
- Erscheinungsjahr: 2010
- Seitenangabe: 156 S.
- Masse: H22.0 cm x B15.0 cm x D0.9 cm 250 g
- Abbildungen: Paperback
- Gewicht: 250
Über den Autor
Search is a broad machine learning method. We show No Free Lunch is not valid for much of machine learning, and conversely argue why Occam''s Razor is valid. We prove results concerning the complexity of functions. Finally we examine the impact of representation, genetic operators and fitness function on genetic programming.
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