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D'Arcy sought to understand living and natural forms through geometry, number and the optimal representation of physical forces: a theory that is, in the words of Stephen Jay Gould, "a strange hybrid of Pythagoras and Newton".
It is noted that this shape provides an optimal representation of free motion.
Hence, deep neural networks trained in this way can effectively find the optimal representation of the network parameters.
We use as our prediction the history of 10 wards because this value provided the optimal representation of similarity.
Furthermore, finding the optimal representation of sensor deployment that provides the best intruder detection is another important issue.
Both the techniques provide an optimal representation of the geomagnetic field over the area of investigation, which is an improvement on the International Geomagnetic Reference Field (IGRF-11).
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We posit that some methodological choices made at the inception stage of the technique were ill informed, producing maps of participants' points-of-view that were not optimal representations of their reality.
According to the results, the species richness index, Simpson's predominance index, the Shannon Wiener index and the soil fertility of the communities dominated by young trees (V, VI) were higher than those of the communities dominated by grasses (I, II) or shrubs (III, IV); thus, plant communities V and VI are considered optimal representations of severely damaged surface-mine ecosystems.
The proposed method relies on an intuitive criterion of optimal representation which can be applied to any overcomplete signal basis, allowing for many signal processing applications.
The proposed method estimates the optimal vector of which provides the optimal representation performance based on the SSIM index.
The proposed method estimates the optimal vector y ̂ i, j ( t ) of y i, j ( t ) (j = 1,2,…,K) that provides the optimal representation performance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com