Abstract: The model reduction problem for (single-input, single-output) linear and nonlinear systems is addressed using ... Finally, the theory is illustrated by means of simple worked out examples ...

The team’s grouped context encoding approach is able to deal with longer sequences, and by splitting examples into groups, the computational complexity can be reduced from quadratic to linear. The ...

In addition, to explore their nonlinear relationship, both income and its quadratic term are included in regressions. It is found that the impact of income on mental health is U-shaped rather than ...

Examples on how to use the library from an external ... 16:535--559, 2024 LINCOA seeks the least value of a nonlinear function subject to linear inequality constraints without using derivatives of the ...

the PCC and the DITI were used to determine the response relationship and VRT from linear and nonlinear perspectives, respectively. The values of the PCC and the DITI between the NDVI or SIF and the ...

Conversely, a negative linear relationship would show a downward line on a graph. If one variable increases then the other variable decreases. A nonlinear relationship can be seen by scatter plots ...

We describe 2 illustrative examples ... linear, with no immediately apparent threshold effect around 50% (Fig 2B). We applied SHAP interaction value plots, which isolate the impact of higher-order ...