FACULTY & STAFF DIRECTORY
ADDITIONAL CONTACT INFORMATION
EDUCATION
RESEARCH INTERESTSAlgorithms and Complexity; Computational Biology; Computer Systems Software; Gene Regulation Analysis; Mathematical Modelling; Mathematics of Computing; Numerical Analysis; Optimization; Statistical Genomics; Transcription FactorsCOLLABORATORS
PROFESSIONAL ACTIVITIESTwo last years of my PhD work I deal with unsupervised classification of the large data matrices with respect to rows and columns together (Biclustering). With following application to biological and genetics data, proposed by, for example, Microarray technology. For this problem many mathematical techniques have been used. In my work I apply such mathematical fields as: Clustering techniques (K-means and Hierarchical Clustering), different methods of the Preprocessing of the data sets (one of them PCA analysis), Statistics, Biclustering, different data Validations (Enrichment, p-value and other methods), the problems of Optimization, Global and Local minimums finding (including GA algorithms), Obtaining of the objective functions, Numerical methods, Fuzzy logic, Genetics and Probabilistic approaches. In the first year of my PhD I studied application of wavelets to some mathematical problems. As additional studies I work with Neural Networks, and their application to Auto-encoders, mathematical basis of NN and their different types. I have an interest in complex-value Neural Networks. In the present moment I am working on SOBA software that permits to make statistical analyse of the genetic data.AWARDS & HONORSFellowship of Francesco Severi, Istituto Nazionale di Alta Matematica F.Severi, Italy, Effective: 02/2008, Ending: 02/2011, PhDPRESENTATIONS
PublicationsJournal Articles1 Ekaterina Nosova, Giancarlo Raiconi and Roberto Tagliaferri. A Combinatoric biclustering algorithm Neural Nets WIRN10 - Proceedings of the 20th Italian Workshop on Neural Nets 226:44-51. (2011) 2 Ekaterina Nosova, Roberto Tagliaferri, Giancarlo Raiconi. . A Multi-biclustering Combinatorial Based Algorithm 2011 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) (2011) 3 Ekaterina Nosova, Roberto Tagliaferri, Francesco Masulli, Stefano Rovetta. Biclustering by Resampling COMPUTATIONAL INTELLIGENCE METHODS FOR BIOINFORMATICS AND BIOSTATISTICS, Lecture Notes in Computer Science 6685:147-158. (2010) 4 Ekaterina Nosova, Francesco Napolitano, Giancarlo Raiconi, Roberto Tagliaferri, Sergio Cocozza, Roberto Amato, Gennaro Miele. Toward an Improved Combinatoric Algorithm Network tools and applications in biology Nettab–bbcc 2010, biological wikis (2010) 5 E. M. Nosova, C. Cattani. Transversal Waves in Nonlinear Signorini Model ICCSA, Springer (2008) Invited Submissions, Books, Chapters, Letters, and Editorials1 Chapter Ekaterina Nosova. Special section In: S. K. Soltakhanov, M. P. Yushkov, S. A. Zegzhda. The turning movement of a car as a nonholonomic problem with nonretaining A Mechanics of non-holonomic systems (2009)
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