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We develop a cash-flow based profit maximising Net Present Value (NPV) model without the inventory cost parameters commonly used in this context: unit holding cost, unit backorder cost, unit deterioration cost, and unit lost sales cost.
In this context, unit "A" represents a case of (former) child abuse and/or neglect, respectively, where trauma-related disorders incur additional, economical costs for a lifetime.
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The proposed algorithm computes concurrently both the evolution of network structure, weights, initial inputs of the context units and self-feedback coefficient of the modified Elman network.
We demonstrate that a major difficulty in training any RNN is the problem of exploding gradients, and we propose a solution to this in the case of tracking problems, by introducing a stabilization matrix and by using carefully constrained context units.
SRNs use one-to-one feedback connections from the hidden layer to special context units aligned with the previous layer (normally the input layer or perhaps a secondary hidden layer), in effect storing their current outputs in those context units.
The values at the hidden units are saved in a set of so called context units, to be sent back to the input level for the next round of processing.
Important extensions would be to reflect longer contextual histories that go beyond the first-order neighbourhoods and to extend the sought context units from linear paths to networks.
In such a context, units possessing unambiguous proto-tRNAs will have a manifest advantage over those that have proto-tRNAs associating the same proto-anticodon with different amino acids, the advantage being the possibility of faithful reproduction of a message.
Global Biodesign: Medical Technology in an International Context. 1 Unit.
Electricity and Magnetism: Concepts, Calculations and Context. 1 Unit.
Some limit properties for information based model selection criteria are given in the context of unit root evaluation and various assumptions about initial conditions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com