Leon Peshkin's profile

What I do

senior research scientist at the center for biomedical informatics and systems biology department applying machine learning for modeling and mining biological data: text, images, SNPs, expression profiles, sequences.

Affiliations

Current

Location

City:
None chosen
Hub:
Boston

Interests

My prior research is in the areas of Machine Learning and Computational Linguistics. I believe that the discipline of Machine Learning is the key resource for Systems Biology in providing ways to build structured probabilistic models of complex biological phenomena. My current projects include Bayesian modeling of expression data, building syntactically sophisticated engines for mining biological literature, analysis of hierarchy in biological networks and semi-supervised learning for biological data collection and analysis.

Projects

Leon Peshkin has not yet listed any projects.

Publications

  • Pearson K, Baur J, Lewis K, Peshkin L, Price N, Labinskyy N, Swindell W, Kamara D, Minor R, Perez E, Jamieson H, Zhang Y, Dunn S, Sharma K, Pleshko N, Woollett L, Csiszar A, Ikeno Y, Le Couteur D, Elliott P, Becker K, Navas P, Ingram D, Wolf N, Ungvari Z, Sinclair D, de Cabo R. Resveratrol delays age-related deterioration and mimics transcriptional aspects of dietary restriction without extending life span. Cell metabolism 8 (2) , 157-68 (2008) (Epub 03 Jul 2008) PubMed ID:(18599363)

  • Peshkin L. Structure induction by lossless graph compression Proc. of Data Compression Conf (2007)

  • Deluca T, Wu I, Pu J, Monaghan T, Peshkin L, Singh S, Wall D. Roundup: a multi-genome repository of orthologs and evolutionary distances. Bioinformatics (Oxford, England) 22 (16) , 2044-6 (2006) (Epub 15 Jun 2006) PubMed ID:(16777906)

  • Peshkin L, Gelfand M. Segmentation of yeast DNA using hidden Markov models. Bioinformatics (Oxford, England) 15 (12) , 980-6 (1999) PubMed ID:(10745987)

  • Wellner B, Huyck M, Mardis S, Aberdeen J, Morgan A, Peshkin L, Yeh A, Hitzeman J, Hirschman L. Rapidly retargetable approaches to de-identification in medical records. Journal of the American Medical Informatics Association : JAMIA 14 (5) , 564-73 (Epub 28 Jun 2007) PubMed ID:(17600096)

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