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We propose in this paper to study the contribution of exogenous meteorological data (multivariate method) as time series to our optimized MLP and compare with different forecasting methods: a naïve forecaster (persistence), ARIMA reference predictor, an ANN with preprocessing using only endogenous inputs (univariate method) and an ANN with preprocessing using endogenous and exogenous inputs.
Fitted bi-dimensional cross-basis functions from DLNMs can be interpreted by deriving predictions over a grid of predictor and lag values, usually computed relative to a reference predictor value.
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3) Validation of the candidate endogenous reference genes as predictor of relative gene expression in large data series.
QRISK2-2011 includes a mechanism that replaces missing data, with values from predefined reference values and predictor algorithms.
Reference categories for predictor variables were chosen based on the greatest likelihood of non-attendance (from unadjusted cross-tabulations with the outcome).
Similarly, we calculated the firing rate dependent synchrony (FRDS) as a reference or a predictor for synchrony estimated from the firing rate (Fig. 2 F ).
Transitions from being an ex- or current smoker to never having smoked are not possible hence current smoker was chosen as the reference category and predictor coefficients indicating previous smoking status of never smokers were constrained to be (structurally) zero.
Ref refers to the reference category of the predictor variable.
An indicator variable identifying the cohort was specified as a predictor variable (reference: hip/knee), along with age, sex (reference: male), level of income (reference: high) and education (reference: ≥post-secondary), race/ethnicity (reference: White), comorbidity count, and overweight and obesity (reference: normal BMI).
The results here were complicated: when we added the references to the regression model, both the academic and clinical reference were negative predictors; this may be a spurious relationship, however.
All statistical analyses were performed using SPSS 19.> -wrap-foot>> -wrAllfiguresll finures in percent unless otherwise indicated (n) a OR Odds Ratio, CI Confidence Interval bPercentage change in coefficient; first included predictors (reference model) compared separately at a time with the other models Most of the stroke patients in our sample fell into the 66 85 age group (Table 1).
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