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A neural network that visualizes what it classifies:

Ornes, Chester ; Sklansky, Jack
Pattern Recognition Letters.  18 (1997)  11-13 - p. 1301-1306 , 1997
Link: https://doi.org/10.1016/s0167-8655(97)00094-9