Seniority Logic: A Logic for a Committee Machine | IEEE Journals & Magazine | IEEE Xplore

Seniority Logic: A Logic for a Committee Machine


Abstract:

A logic for a committee of perceptrons, called seniority logic, and a local adjustment algorithm for training a seniority committee are described. Like a majority committ...Show More

Abstract:

A logic for a committee of perceptrons, called seniority logic, and a local adjustment algorithm for training a seniority committee are described. Like a majority committee, a seniority committee has the capacity to solve any two-class problem in which the classes are disjoint. Unlike a majority committee, a seniority committee may have members added during training, and a seniority committee is free to attain a size needed to solve a problem. In computer simulations on patterns with binary components a seniority committee has a higher recognition rate and needs fewer members than a majority committee. Solutions learned during training have high recognition rates on the training set and are reasonably free of bias.
Published in: IEEE Transactions on Computers ( Volume: C-26, Issue: 12, December 1977)
Page(s): 1302 - 1306
Date of Publication: 31 December 1977

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