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A simple, high-level Julia implementation of Numenta HTM algorithms

Results 22 HierarchicalTemporalMemory.jl issues
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https://www.frontiersin.org/articles/10.3389/fncom.2017.00111/full

A tester unfamiliar with HTM should try to use this package and note where the docs are incomprehensible, lack critical info, or the interface doesn't make sense. Tester workflow: 1....

https://juliaquant.github.io/MarketData.jl/stable/company_financial_series.html

test

https://juliastats.org/TimeSeries.jl/stable/getting_started/

https://github.com/Oblynx/htm.jl/blob/421036ce9ee16eb4c6241b8ccf788a4f624daa95/src/dynamical_systems.jl#L240 .rowval is used, which is dangerous as the array slice could potentially be a SparseVector and not a SparseMatrixCSC

bug

Adding single new segments to TM.DistalSynapses is very slow, so maybe cache many segment additions and perform them together.

enhancement
performance

Performance expectations: - `sp_activation` - Dense: no effect - `adapt!` - Dense: strided memory access, might degrade performance