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Specifically, differences in sequencing depths will reflect as different scaling of the coefficients of the regression model and any prior scaling of the signals will only amount to other, scaled, coefficients.
On a general note, the different scaling of length, surface area and volume makes a straightforward comparison between microchannel reactors and conventional reactors far from trivial.
The HBF allows different scaling of input dimensions to provide better generalization property when dealing with complex nonlinear problems in engineering practice.
The proposed graphical approach (i) has the advantage of being self-evident, (ii) depicts comparative results surpassing the problem of different scaling of the data (iii) examines the interdependence of the three types of capital data (i.e. natural capital, gross fixed capital formation or labor).
Note the different scaling of Y-axes in a and b. Figure S3.
Calculations were done with ALMO 12 which includes a k-means algorithm that is able to handle the different scaling of our variables and the large sample size.
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Observed differences were attributed to different scales of data acquisition and mapping.
Notably, hMSCs behaved differently in response to different scales of CaP crystals and topography.
Sivasundar and Palumbi (submitted) showed that Sebastes rockfish that differed in settlement behavior had different scales of population structure.
A further difference, as this analysis indicates, is the vastly different scale of the consequent mortality burdens.
On the other hand, the difference may not be true, but rather reflect different scales of judgment.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com