It also allows two unknown weighting parameters of the error variance model to be automatically estimated during the least squares fitting, thus best matching the weighting to the data and yielding most appropriate estimates of the parameters of the fitting model.
This program, xrate, allows the grammar structure to be specified in a configuration file; the parameters can then be automatically estimated from training data and the parameterized phylo-grammar used to annotate new alignments.
In this way, the number of components present in the chosen time interval will be automatically estimated.
Without using the moment of method and impedance matrix calculation, coupling coefficients can be automatically estimated and without computing the inverse matrix, the desired signal can be recovered.
Both parameters are user adjustable but can also be automatically estimated for each track.
The condition of each FDG-PET study was predicted by applying the selected features to a multikernel learning (MKL) machine, in which the weighting parameter of each kernel function can be automatically estimated.
However, for Dataset-B, key points are taken from skeletal joints that are automatically estimated by Kinect™, to ensure the fairness in comparison with other methods.
The proposed procedure achieves three objectives in one-step: (i) the valid and relevant moments are distinguished from the invalid or irrelevant ones; (ii) all desired moments are selected in one step instead of in a stepwise manner; (iii) the parameters of interest are automatically estimated with all selected moments as opposed to a post-selection estimation.
Tubule radii are automatically estimated as one half of the distance to the nearest neighboring tubule.
The gait cycle was time-normalized to 100%, and events were automatically estimated by the program and manually corrected if necessary.
