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Background of Pruning Algorithms


Pruning algorithms try to make neural networks smaller by pruning unnecessary links or units, for different reasons:

Pruning algorithms can be rated according to two criterions:

Sensitivity algorithms perform training and pruning of a neural net alternately, according to the algorithm in figure gif.

Figure: Algorithm for sensitivity algorithms
Tue Nov 28 10:30:44 MET 1995