In order to remedy the aforementioned difficulties, an adaptive categorization mechanism is introduced in ART networks for perceptual and action patterns categorization in this paper.
Drosophila gene expression pattern stage categorization is a single-label multi-class problem.
In 2006, Varona and Hernandez [ 4] proposed a specific ordered category threshold linear model for sensory data and concluded that each panelist used a different pattern of categorization.
This pattern of categorization suggests a late increasing in the expression levels of genes encoding substrate transporters and other CAZYmes such as lyases, instead of the classical cell wall hydrolases (chitinases, β-1,3-glucanases and proteases).
Indeed, at least three studies have found similar patterns of categorization in amnesic patients and healthy controls [4], [5], [10].
What's powerful about it, what's so exciting, is that it excels at whole fields of problems that are extremely difficult to solve using traditional software techniques: categorization, pattern recognition, pattern generation, etcetera.
In the last years, researchers show a special interest of applying text mining techniques to the field of biomedicine, as pattern recognition, automatic categorization, or classification techniques.
