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Discrete HTM Neural Network

Simulate something like : https://www.numenta.com/htm-overview/education/HTM_CorticalLearningAlgorithms.pdf except with something more like a neural network.

To step through:

EDU>> G = generategraph(0.5, 1000); EDU>> S = statemap(1000, 20); EDU>> I = floattostate(S,0,20); EDU>> output = I' * G > 16; % Pick a threshold, 16 EDU>> statetofloat(S,output) ans = 0.2327

How long will it take to compute an orbit?

EDU>> g = @() calculateorbit(G, S, 16, 20, 1000, 0); EDU>> timeit(g) ans = 0.6182

For 10,000?

EDU>> G = generategraph(0.5, 10000); EDU>> S = statemap(10000, 200); EDU>> g = @() calculateorbit(G, S, 100, 200, 10, 0); EDU>> timeit(g) ans = 0.4423