Multidimensional Stochastic Process Model and its applications to analysis of longitudinal data with genetic information
Repository Usage Stats
Copyright 2016 ACM.Stochastic Process Model has many applications in analysis of longitudinal biodemographic data. In general, such data contain various physiological variables (sometimes known as covariates or physiological indices). Longitudinal data can also contain genetic information available for all or a part of participants. Taking advantage from both genetic and non-genetic information can provide future insights into a broad range of processes describing aging-related changes in the organism. In this work, we implemented a multi-dimensional Genetic Stochastic Process Model (GenSPM) in newly developed software tool, an R-package stpm (available from CRAN: https://cran.rproject.org/web/packages/stpm), which allows researchers performing such kind of analysis.
Published Version (Please cite this version)10.1145/2975167.2985634
Publication InfoArbeev, Konstantin; Yashin, Anatoli I; & Zhbannikov, Ilya (2016). Multidimensional Stochastic Process Model and its applications to analysis of longitudinal data with genetic information. ACM-BCB 2016 - 7th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. pp. 467-468. 10.1145/2975167.2985634. Retrieved from http://hdl.handle.net/10161/14811.
This is constructed from limited available data and may be imprecise. To cite this article, please review & use the official citation provided by the journal.
More InfoShow full item record
Associate Research Professor in the Social Science Research Institute
Konstantin G. Arbeev received the M.S. degree in Applied Mathematics from Moscow State University (branch in Ulyanovsk, Russia) in 1995 and the Ph.D. degree in Mathematics and Physics (specialization in Theoretical Foundations of Mathematical Modeling, Numerical Methods and Programming) from Ulyanovsk State University (Russia) in 1999. He was a post-doctoral fellow in Max Planck Institute for Demographic Research in Rostock (Germany) before moving to Duke University in 2004 to work as a Resea
Research Professor in the Social Science Research Institute
Alphabetical list of authors with Scholars@Duke profiles.