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Based on an explanatory sensing data, the accelerometer data, which is widely available across billions of mobile devices, this work proposed a mutual information based feature selection and sampling rate adjustment scheme, which is further extended to an interactive visualization tool to include users' preferences into the solution design space.
Few were described as being based on an explanatory model.
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Due to the small sample size (N = 22), results were limited to LR models based on a single explanatory variable (unadjusted results).
While our derivations are based on a single explanatory variable that is normally distributed in those with and without the condition, our results will generalize to any setting in which there is a real valued transformation of a set of explanatory variables, f(X), such that the distribution of f(X) is normal in those with and without the condition.
These are the classes of models which have the ability to predict the probability of responses in each LOS category based on a combination of explanatory variables.
The basic reproduction ratio, based on a SIS-model without explanatory variables, was significantly above one, indicating a high probability of transmission and persistence within a pig herd [ 27].
A changing probability to leave general practice could be based on a changing influence of these explanatory factors on the decision to retire.
Our model was based on a set of only nine explanatory variables and on an outcome with known high random error.
Based on a hypothesised order of importance of explanatory variables, manual sequential regression models were analysed.
The construction of this explanatory variable is based on a mathematical combination of two data series [18].
A dimensional reduction of the space of the explanatory random function based on a Karhunen Loève expansion is used to define a conditional maximum likelihood estimate of the model.
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