The Perceptron and Adaline is one of the oldest and simplest learning classifiers out there.
What Adaline and the Perceptron have in common :-
- they are classifiers for binary classification
- both have a linear decision boundary
- both can learn iteratively, sample by sample (the Perceptron naturally, and Adaline via stochastic gradient descent)
- both use a threshold function