Sentence examples for choices of predictors from inspiring English sources

Given a value of k, the number of possible choices of predictors that must be examined is N C k. Since there are many genes (N is large) and each choice of predictor variables requires solving an optimization problem, learning a sparse weight vector using an l0 norm-based approach is prohibitive, even for small k.

17 The effectiveness of a prediction method is mainly based on the choice of predictors and on the underlying computational approaches.

A priori biological assumptions and knowledge about the selective pressure at play in nature can help with the choice of predictors to be used in the model.

The choice of predictors and their specification in the model (e.g. with transformation, and/or with linear or non-linear trends) is a complex issue, and statistical software procedures to integrate such decisions in the context of an IPD meta-analysis would be very helpful.

The difficulty in implementing MICE lies in the choice of predictor variables and interaction terms.

Regarding the choice of predictor variables, downscaling studies generally suggest to use a combination of circulation-based, and radiation-based predictors for air temperature predictands (e.g., Huth 2004).

We studied the physiologically well known Slider turtle from North America which today is widely distributed over the globe and address the issue of ecological niche shift versus choice of ecological predictors used for model building, i.e., by deriving SDMs using multiple sets of climatic predictor.

Statistical partitioning of contrasting species response – focussed on species identify, choice of model predictors and location – provides structured recommendations for the future development of biologically-realistic and downscaled growth models.

In addition, statistical growth models at monthly resolution were used to understand how projected outcome (increased or decreased growth comparing baseline with 2080s climate) might be sensitive to choice of model predictors.

Without this information, many of the observed mismatches (or 'niche shifts') might simply be artifacts caused by a choice of unsuitable predictors.

At appropriate places, we list the reasons justifying the choice of such predictors.