3DMatics

Adaptive linear neuron (or element) aka Adaline can be viewed as a variation of PLA with update scaled by the mismatch magnitude. While not the universally best choice for the classifier learning algorithm, Adaline can be viewed as an improvement over the original PLA.

Here we look at the Pocket algorithm that addresses an important practical issue of PLA stability and the absence of convergence for non-separable training dataset.