Sentence examples for by classical statistical methods from inspiring English sources

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Modern high-throughput technologies in experimental biology produce large-scale data sets consisting of hundreds or thousands of measurements, presenting simultaneous inference challenges not anticipated by classical statistical methods that were designed for problems with small numbers of data points and limited computational power.

Out of the six different machine learning algorithms, rpart methodology was found to be the most efficient if we used the dataset of the six marker proteins identified by classical statistical methods.

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This introductory course is a practicum in which students will learn the basics of R and use the programming language to analyze health datasets by application of classical statistical methods.

The underlying formulation of support vector machines embodies the structural risk minimization (SRM) principle which has been shown to be superior to the traditional empirical risk minimization (ERM) principle employed by conventional neural networks and classical statistical methods.

Classical statistics grew out of a frequentist interpretation of probability, and accordingly the probabilities appearing in the classical statistical methods are all interpreted as frequencies of events.

A detailed analysis of correlation between wind and building pressure is difficult using classical statistical methods.

Classical statistical methods rely on the analytical power of mathematics and some assumptions rather than on computer power.

Will I still learn classical statistical methods?

In such situations, machine learning methods are more suitable than classical statistical methods [ 86].

Other methods have been based on a combination of risk factors of DR using classical statistical methods [ 11, 12].

Available literature on covariates of mortality relies on classical statistical methods that do not account for unmeasured variables (12).

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