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In a previous study [ 24], we proposed five representations (listed below) of clinical measurements to handle the problem that each measurement can be observed multiple times for a patient.
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Listed below are eight such companies.
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The mathematical representation of some kernel functions are listed below: Linear:Kleft({x}_i,{x}_jright)={x}_i^T{x}_j (9) Polynomial:Kleft({x}_i,{x}_jright)={left(gamma {x}_i^T{x}_j+rright)}^p,gamma >0 (10) Radial basis function:Kleft({x}_i,{x}_jright)={e}^{left -gamma {leftVert {x}_i-{x}_jrightVert}^{left -gammama >0 (11) Sigmoid:Kleft({leftVert_jright)= tanh left(gamma {x}_i^T{x}_j+rright) (12).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com