Sentence examples for by fitting different models from inspiring English sources

The goal of this machine learning approach is to assess the best classification performance achievable by fitting different models to the dataset (model selection).

By fitting different models of diversification using a maximum likelihood approach, temporal dynamics of the diversification of lineages, such as rate shifts due to historic climatic or tectonic changes, were investigated.

To test for societal learning in the 2003 outbreak of SARS in Singapore, we used the mean number of days between the onset of clinical symptoms and removal, by week, to fit different models for the removal process γ.

Different blogs, different publishers fit different models.

Using the Statistical Analysis for Genetic Epidemiology program, we carried out complex segregation analyses of ovarian cancer affection status by fitting different genetic hypothesis-based regressive multivariate logistic models.

A causal framework was then used to investigate the impact of area-level deprivation on the association between access to a GP premises and a community pharmacy (based on previous work 11) by fitting three different models to a varying level of complexity.

The lack of good agreement in O+ is the result of the uncertainty in neutral O densities; excellent agreement could be achieved by adjusting the neutral O density values, which were originally obtained by fitting a different model.

Choice of statistical distribution can be made by independently fitting the different models to the data by maximum likelihood, and selecting the distribution that achieves the best fit (e.g. the lowest Akaike's Information Criteria or Bayesian Information Criterion) [ 5].

The binding times measured for PCNA-EYFP and NS1-deYFP were identical, even though the recoveries of these proteins were fitted by different models.

Finally, by fitting the different mentioned models to the noisy simulated Bcd series, the following metrics are calculated in order to measure the accuracy of signal extraction.

Because our aim was an overall synthesis using a large ensemble of species, rather than a focus upon individual species, the uncertainties arising with respect to individual species as a result of differences in future range predictions made by models fitted using different modelling approaches also are of minimal importance.