On the Algorithmic Implementation of Stochastic Discrimination

@article{Kleinberg2000OnTA,
  title={On the Algorithmic Implementation of Stochastic Discrimination},
  author={E. Kleinberg},
  journal={IEEE Trans. Pattern Anal. Mach. Intell.},
  year={2000},
  volume={22},
  pages={473-490}
}
  • E. Kleinberg
  • Published 2000
  • Computer Science
  • IEEE Trans. Pattern Anal. Mach. Intell.
Stochastic discrimination is a general methodology for constructing classifiers appropriate for pattern recognition. It is based on combining arbitrary numbers of very weak components, which are usually generated by some pseudorandom process, and it has the property that the very complex and accurate classifiers produced in this way retain the ability, characteristic of their weak component pieces, to generalize to new data. In fact, it is often observed, in practice, that classifier… Expand
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