Perceptrons: An Introduction to Computational Geometry

This influential book provided a rigorous mathematical analysis of perceptrons, demonstrating their limitations in solving certain problems like the XOR function. While initially seen as a critique that slowed neural network research, it actually laid important theoretical foundations and highlighted the need for multi-layer networks.