Sentence examples for for nonlinear data from inspiring English sources

These architectures possess unsupervised counterparts such as single neuron architectures implementing principle component analysis up to complex topographic mapping for nonlinear data mining and data visualization.

The accuracy levels attained were 100% in case of linear data and 98% for nonlinear data.

Neural networks have also been used in the geophysical context for nonlinear data representation [29].

By replacing inner products with kernel functions in linear algorithms, we can obtain very flexible representation for nonlinear data.

These models are well suited for nonlinear data.

For nonlinear data, using nonlinear regression is more sensitive than transforming the data to create a linear relationship because the transformation may distort experimental errors [ 3].

Therefore, its formulation for the energy-frequency representation of nonlinear data can be misleading[5].

Thus, for highly nonlinear data distribution, these kernel methods are more suitable for low-resolution and illumination variation conditions.

Furthermore, we obtain that linear measures are better suited to capture linear behavior (like steady state conditions), while nonlinear measures are more effective for intrinsically nonlinear data (like the time course of our artificial network).

While PLS-DA is a powerful tool for classification and regression, it is not optimized for use with complex, nonlinear data sets.

The objective of this paper is to build on previous work in spatial nonparametric modeling and propose a spatiotemporal technique for nonlinear panel data models.