Effect of Pure Error-Based Fitness in XCS

@inproceedings{Butz2005EffectOP,
  title={Effect of Pure Error-Based Fitness in XCS},
  author={Martin V. Butz and David E. Goldberg and Pier Luca Lanzi},
  booktitle={IWLCS},
  year={2005}
}
The accuracy-based fitness approach in XCS is one of the most significant changes in comparison with original learning classifier systems. Nonetheless, neither the scaled accuracy function, nor the importance of the relative fitness approach has been investigated in detail. The recent introduction of tournament selection to XCS has shown to make the system more independent from parameter settings and scaling issues. The question remains if relative accuracy itself is actually necessary in XCS… CONTINUE READING

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Showing 1-10 of 34 references

, David E . Goldberg , Pier Luca Lanzi , and Kumara Sastry . Bounding the population size to ensure niche support in XCS

  • Martin V. Butz
  • Rule - Based Evolutionary Online Learning Systems…
  • 2005

Generalization in XCSF for real inputs

  • Pier Luca Lanzi, Daniele Loiacono, Stewart W. Wilson, David E. Goldberg
  • IlliGAL report 2005023,
  • 2005
1 Excerpt

Wilson , and David E . Goldberg . Extending XCSF beyond linear approximation

  • Daniele Loiacono, W. Stewart
  • Wilson , and David E . Goldberg . Generalization…
  • 2005

Butz , David E . Goldberg , and K . Tharakunnel . Analysis and improvement of fitness exploitation in XCS : Bounding models , tournament selection , and bilateral accuracy

  • V. Martin
  • Evolutionary Computation
  • 2004

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