Evaluation and Selection of Biases in Machine Learning

  • Authors:
  • Diana F. Gordon;Marie Desjardins

  • Affiliations:
  • Naval Research Laboratory. gordon@aic.nrl.navy.mil;SRI International. marie@erg.sri.com

  • Venue:
  • Machine Learning - Special issue on bias evaluation and selection
  • Year:
  • 1995

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Abstract

In this introduction, we define the term bias as it is used in machine learning systems. We motivate the importance of automated methods for evaluating and selecting biases using a framework of bias selection as search in bias and meta-bias spaces. Recent research in the field of machine learning bias is summarized.