IRI outputs were generated for the same geophysical conditions of our ionosonde data using the available model input variables: year, month, day, local time, and the Ouagadougou Observatory geographic coordinates.
At the time of writing this paper, our method is the best ranked approach on the MICCAI2008 challenge, outperforming the rest of 60 participant methods when using all the available input modalities (T1-w, T2-w and FLAIR), while still in the top-rank (3rd position) when using only T1-w and FLAIR modalities.
Therefore, an inverse identification tool is developed and validated, based upon the Artificial Neural Network theory, using the available experimental data as input data and the numerical model for the network training.
Genetic Programming (GP) is a machine learning approach that provides a collection of solutions to biodiagnostic problems by creating classifier programs using a subset of the available input.
By doing so, it defines productive efficiency in the context of that production set: a point on the frontier indicates efficient use of the available inputs, while a point beneath the curve indicates inefficiency.
For road traffic noise, the models used locally were more tailored to the available input data than a centrally prescribed model.
Since our method adaptively weight each type of data and each feature inside a type of data, it has the least regression error when using all available input data.
The goal was to determine the "optimum resolution" at which additional computational efforts do not provide increased model performance using presently available input data.
Look at the available inputs on the stereo.
Using available input data, the models had limited ability to reproduce the soil moisture dynamics shown in field measurements.
