Sentence examples for based on regression trees from inspiring English sources

The proposed framework is based on regression trees, a popular machine learning technique, that can capture the relationship of low-level soft-processor parameters and high-level algorithm parameters of a specific application domain, such as image compression.

The Bayesian additive regression tree (BART) model is based on regression trees.

Since this approach is based on regression trees, the resulting estimates q ^ τ (x ) - in contrast to the additive modelling approach presented here - can only be described as black-box predictions.

It is worthwhile to note that in this way any nonlinear interdependencies are sought which best correlate with the decision attribute (within regression setting such an approach can be said to rely on additive expansion interaction models based on regression trees 27 (Sec. 2)).

This paper offers an overview of the impact of rock mass classification on TBM performance and introduces a new model based on regression tree using the input parameters of RMR system to predict the performance of hard rock TBMs.

Earlier research has shown that the optimization-based modelling approach is competitive with individual-tree modelling based on regression analysis when there are no irregularities in the data (Pukkala et al. [2011]; de-Miguel et al. [2014]).

For example, the regression tree and random forest techniques as two relatively new tree-based models optimized predictive performance by combining a large number of simple trees into a powerful model rather than a single tree model based on traditional regression trees (Skurichina and Duin 2002).

The estimates are based on regression analysis of month-over-month changes in housing activity on contemporaneous and lagged deviations of temperature and precipitation from monthly norms.

We propose a model based on Boosted Regression Trees (BRT).

Projections based on regressions of morphological traits on tree cover show that deforestation has led to a severe flattening of the cline in morphology along the gradient in West Africa, with the exception of Sierra Leone, where considerable forest remains (Figures 1C and S1).

Direct measurements of PWP are time-consuming and expensive; therefore, the aim of this study was to evaluate how environmental variables could be used in spatial predictions of PWP in an arid and semi-arid region based on boosted regression tree (BRT) and multiple linear stepwise regression (MLSR) analyses.