Sentence examples for excessive model from inspiring English sources

A major cause of unreliable models is excessive model complexity, and regularization methods aim to improve the predictive performance by adequately constraining model complexity.

Other methods treat these networks in a global manner (instead of fitting logic functions node by node) borrowing ideas from optimization and machine learning to avoid excessive model complexity (Bonneau et al., 2006; Saez-Rodriguez et al., 2009).

To address this issue, an efficient nonlinear mapping method called the constructive polynomial mapping (CPM) is utilized in lieu of the radial basis kernel function to avoid the excessive modeling redundancy.

According to the excessive response model survived tumor cells may obtain higher capability to deal with additional ROS-generating insults and higher dose of irradiation, which makes them harder to be killed by the immune system.

The use of excessive variables in model development may cause model over-fitting (i.e., two or more different variables in the model account for the same variability in the results, which may result in spurious results).

Both books display excessive enthusiasm for model numbers.

In the developed model, excessive machines in particular period are stored in setup area.

Also in this model excessive S100B levels impaired oligodendrogenesis resulting in a reduced myelination.

So, an appropriate number of cycles determined by the fitting error can effectively avoid excessive fitting, promoting model prediction reliability.

In the present experiment, 1-h limited-access self-administration sessions were instituted to model excessive drinking behavior in adolescent and adult Wistar rats.

We need to move (research and interventions) beyond narrowly-focused efforts targeting teens and their parents; it is only when we address alcohol consumption at a population level that we will be able to provide an environment for children and adolescents which does not model (excessive) drinking as a normative social behavior.