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DNA chip technology is an improved and highly scaled-up version of a 25 year old method to reveal very small changes in several hundreds or even thousands of genes in one step rather than searching one gene at a time. In this paper we used the outcome of this method to recognize the gene functional class cytoplasmic ribosomes, the cell cycle and DNA processing function by their gene expression level,...
This paper presents a result of a new methodology of teaching and training students in building modern intelligent systems. The elective course in intelligent systems taught at Institute of Informatics in Skopje offers interesting and modern topics that include modeling the real world, data mining, mechanical robotics, bioinformatics among others. This paper covers the methodology used in teaching...
We present a novel way of interpreting and modifying the outputs of the support vector machine classifiers. The geometrical interpretation of the SVM outputs, as distance of the patterns from the hyperylane, gives us a way to calculate posterior probability, i.e. construct a rejection threshold for vectors belonging to one of the classes. We illustrate the results by analyzing three classification...
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