Constructive Function Approximation

  • Utgoff P
  • Precup D
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Abstract

Algorithm ELF is a nonlinear function approximator that constructs features as necessary while it updates its representation of the function that it is learning to approximate. Feature construction is guided by representational inadequacy that is associated with particular values of the base-level variables. The features have a logical form, making them easy to interpret.

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Utgoff, P. E., & Precup, D. (1998). Constructive Function Approximation. In Feature Extraction, Construction and Selection (pp. 219–235). Springer US. https://doi.org/10.1007/978-1-4615-5725-8_14

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