Sentence examples for best simple model from inspiring English sources

Among the syneresis indices investigated, the most accurate and most parsimonious multivariate model developed was for predicting yield of whey involving three terms, namely light backscatter, milk fat content and cutting intensity (R2 = 0.83, SEy = 6.13 g/100 g), while the best simple model also predicted this syneresis index using the light backscatter alone (R2 = 0.80, SEy = 6.53 g/100 g).

The best simple model was identified using the Schwarz Information Criterion (SIC) (Schwarz 1978) as follows: S I C = − 2 log L + p log m o where L is the likelihood for the simple model, p is the number of parameters in the simple model, and m o is the number of observations (i.e., the 36 genotype means).

F-test and Akaike's criteria were used to choose the best simpler model statistically (Figure 5 and Table 2) [30]–[33].

Confidence in the model selection was computed using Killeen's p rep [ 44] for AIC comparisons between nested models [ 45]. p rep is the estimated probability that the selection would be replicated, that is, that a replication would favor the selected model and not the best simpler model.

This can be explained as follows: The formula for calculating the likelihood ratio between the frequency of joint mutations relative to the best simpler model, as given in Yeang, is: where the denominator is the empirical frequency of mutations in the first and second genes respectively, and the numerator is the empirical frequency of co-mutation.

Solid line is the best simple linear regression model which suggests that generally C. fleckeri protein products possess more sequence homology to H. magnipapillata than N. vectensis.

Fourth, we used Rabosky's LASER software [ 55] in R to determine whether the observed pattern of diversification through time fits best to a simple model of a constant diversification rate or to complex models with variable diversification rates.

In this section, we identify the best simple vector space model from the following choices: (i) term frequency (TF), (ii) term frequency and inverse document frequency (TF-IDF) and (ii) boolean (Bool).

Using the best fit and simple model, we found three risk factors that indicated suicide reattempts: more than two previous suicide attempts before the index admission, concomitantly being prescribed typical and atypical antipsychotics, and taking an SSRI alone or concomitantly with norepinephrine and/or serotonin reuptake inhibitors.

Final models were developed by selecting the baseline covariates that were most predictive of the respective outcomes using a backward stepwise algorithm that used the Akaike information criterion (AIC) as the metric to retain the best, but simplest, model.

It's best to have a simple model to work from.