Biased Results with the Leaving-One-Out Method of Pattern Recognition.
Abstract
We show that the leaving-one-out method of pattern recognition must yield biased results when the two sets of training data (representing two classes to be discriminated) are identical. This phenomenon, which we observed during a study of the sensitivity of classification results to errors in the training data, can be eliminated by generating the training sets independently. (Author)
Document Details
- Document Type
- Technical Report
- Publication Date
- Dec 11, 1980
- Accession Number
- ADA096724
Entities
People
- Kenneth H. Wickwire
- Lee K. Jones
Organizations
- Massachusetts Institute of Technology