The unsupervised approach consists on setting the weights and biases to values that minimize a predefined error function.
A CNN consists on a set of layers where each layer is composed by a set of high pass filters which are applied all over the input image.
This second patient set consisted on patients with SSc recruited during a patient meeting (business meeting of the Association des Sclérodermiques de France, Strasbourg, 27 April , 2012.
The first patient set consisted on consecutive patients with SSc referred to the Rheumatology A Department over a 6-month period for systematic follow-up.
They generally consist on a set of process primitives, operators for sequential and parallel composition of processes, and communication channels.
The core of the theoretical framework consists on a set of operators that allow the generation of basic matrices with controlled dimensions and for which the total number of typical testors is known in advance.
More precisely, we consider a general mixed-integer nonlinear programming (MINLP) formulation for model selection and identification, with emphasis on dynamic models consisting of sets of either ODEs (ordinary differential equations) or DAEs (differential algebraic equations).
Then, it is applied to solve a real portfolio selection problem, consisting on a large set of investment projects eligible for a subsidy program.
Considering operation around a steady state of a dynamical system, the task of the algorithm consists on finding a set of optimal, but constrained solutions.
By assuming that the unknown p emitted signals, (i.e. sources), are statistically independent from each other, ICA consists on retrieving a set of independent signals, (output signals), from the observation of unknown mixtures of the p sources.
