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The origins of this technology go back to the era of shallow networks, which just as DNNs were trained on a block of consecutive input vectors.
Let us define L i as the number of consecutive input elements different from zero and L o as the number of consecutive outputs that should be computed.
Also, it manifests the robustness in sparse and non-sparse sensing scenarios (i.e., operability for an arbitrary number of consecutive input elements (L i ), the number of consecutive outputs that should be computed (L o ), and the length of the full transform (N)) in contrast to the recently developed most prominent SFFT family-related methods [20, 21] operable in sparse scenarios only.
Namely, whether the system responds and adapts to consecutive input signals, or not.
Consecutive input sequences are concatenated into logical sequences as long as their combined length does not exceed ℓ.
That is, if the time window for potentiation were to encompass consecutive input oscillations representing different stimuli, they would be indiscriminately associated onto the same output neurons.
Similar(52)
Equation 4 informs us that the MDCT spectral values transformed by 2N consecutive inputs are exactly equivalent to DCT-IV spectral values transformed by N inputs, which are folded at the 1 2 N position and 3 2 N position.
Lastly, in near-perfect adaptation systems, consecutive inputs yield slightly different steady states.
Both as an absolute ratio or by following the criteria used in [ 21], fold-stimulation yields responses within 10% of the amplitude not only for any two consecutive inputs, but also for a number of consecutive steps.
The latter refers to consecutive stimulation inputs and independent stimulations, and extends FCD properties to a system with near-perfect adaptation.
Additionally, we also respond to some of the open questions in [ 21] and show how the simple linear 'two-state protein' scheme in a stochastic setting displays fold-change detection properties, both for consecutive stimulation inputs and separate fold-stimulations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com