AndreasZorpidis / perceptron

Graphical Implementations of the Perceptron and Pocket Perceptron Algorithms in Matlab

Last edit: Jan 22 2020

Perceptron

Graphical Implementations of the Perceptron and Pocket Perceptron Algorithms in Matlab

I created three simple live graphical implementations of the Perceptron algorithm and Gallant's Pocket Perceptron algorithm using Matlab as part of my learning experience for the course of Computational Intelligence at the University of Ioannina - Department of Informatics & Telecommunications (DIT.UOI).

Supervising professor: Stavros P. Adam

1. The Implementations

• Perceptron.m : The Perceptron Algorithm (Supervised) with sign activation function.
• PerceptronEuclidean.m : The Perceptron Algorithm (Supervised) with Euclidean distance termination and sign activation function.
• PerceptronPocket.m : The Pocket Perceptron Algorithm (Supervised) with sign activation function based on the pocket algorithm by Gallant.

2. Useful Links

https://www.youtube.com/watch?v=1XkjVl-j8MM

https://www.youtube.com/watch?v=OVHc-7GYRo4

https://www.youtube.com/watch?v=t2ym2a3pb_Y

https://www.youtube.com/watch?v=RNYT9bECfOo

https://www.youtube.com/watch?v=wL2aVUjDdoo

https://www.youtube.com/watch?v=aiDv1NPdXvU

https://www.youtube.com/watch?v=4Gac5I64LM4

https://www.youtube.com/watch?v=5g0TPrxKK6o

https://www.youtube.com/watch?v=jbluHIgBmBo

https://www.youtube.com/watch?v=jRY0ZPKfv6g

https://slideplayer.com/slide/9512468/

https://www.cs.helsinki.fi/u/jkivinen/opetus/iml/2014/lecture09.pdf

http://www.cs.utsa.edu/~bylander/cs5233/perceptron.pdf

https://positronicsengineer.wordpress.com/home/pocket-learning/

https://www.semanticscholar.org/paper/Is-Pocket-algorithm-optimal-Muselli/a8c52cbf40e451e56e7910da678323119346def2/figure/0

https://books.google.gr/books?id=N8i6pTafq1kC&pg=PA77&lpg=PA77&dq=Gallant+pocket+perceptron&source=bl&ots=391Bokv1uv&sig=ACfU3U3DsUPk_wJIMg19HXVPQRn50YNbLg&hl=el&sa=X&ved=2ahUKEwjGvfzmvornAhUE6aQKHdM5B54Q6AEwDHoECAwQAQ#v=onepage&q=Gallant%20pocket%20perceptron&f=false

https://books.google.gr/books?id=6d68Y4Wq_R4C&pg=PA55&lpg=PA55&dq=Gallant+pocket+perceptron&source=bl&ots=6sEdQ3GYD5&sig=ACfU3U2G1J1scPTPhkxOBit96_hLkoPqFQ&hl=el&sa=X&ved=2ahUKEwjGvfzmvornAhUE6aQKHdM5B54Q6AEwC3oECAkQAQ#v=onepage&q=Gallant%20pocket%20perceptron&f=false

https://www.researchgate.net/publication/5569039_Perceptron-based_learning_algorithms

https://www.ling.upenn.edu/courses/Fall_2007/cogs501/Gallant1990.pdf

https://github.com/aroques/perceptron-learning/blob/master/main.py

https://github.com/topics/perceptron-learning-algorithm?o=asc&s=stars

https://github.com/1siddhi7/Learning-From-Data/wiki/d)-Pocket-Learning-Algorithm

https://stats.stackexchange.com/questions/51200/pocket-algorithm-for-training-perceptrons