The Need for Biases in Learning Generalizations

@inproceedings{Mitchell2007TheNF,
  title={The Need for Biases in Learning Generalizations},
  author={Tom Michael Mitchell},
  year={2007}
}
Learning involves the ability to generalize from past experience in order to deal with new situations that are ”related to” this experience. The inductive leaap needed to deal with new situations seems to be possible only under certain biases for choosing one generalization of the situation over another. This paper defines precisely the notion of bias in generalization problems, then shows that biases are necessary for the inductive leap. Classes of justifiable biases are considered, and the… CONTINUE READING

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