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In many systems, the determination of variable interaction structures using data is of central importance. For example, biological systems mainly comprise of a cascade of various interrelated metabolites/reactions such that the occurrence of one event depends on the occurrence of a prior event or a set of events of the same or different nature. This time dependent inter-correlation between the variables,...
Data classification problems especially for biological systems pose serious challenges mainly due to the presence of multivariate and highly nonlinear interactions between variables. Specimens that need to be distinguished from one another show similar profiles and cannot be separated easily based on decision boundaries or available discriminating rules. Alternatively, inter-relations among the feature...
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