David Murrugarra

  • Assistant Professor
  • Mathematics
771 Patterson Office Tower, Office Hours: MW 3-4 PM. T 11 AM-12 PM.
8592574734
Research Interests:
Education

PhD in Mathematics, Virginia Tech, 2012.

M.S. in Mathematics, Virginia Tech, 2007.

B.S. in Mathematics, Universidad Nacional Mayor de San Marcos, Lima, Peru, 2004.

Website

Visit my website

Research
I develop computational tools for modeling, analysis, and control of gene regulatory networks. I have focused on discrete methods, which employ techniques from discrete mathematics, combinatorics, graph theory, and computational algebra. I am also developing efficient methods for optimal control of large probabilistic models using techniques from Markov decision processes.
 
I am also interested in the computational prediction of RNA secondary structure using machine learning techniques.
 
I am also interested on using deep learning techniques for classification problems in Systems Biology and Bioinformatics.
PubMed Publications*: 
  • Rogers, E.;Murrugarra, D ;Heitsch, C "Conditioning and Robustness of RNA Boltzmann Sampling under Thermodynamic Parameter Perturbations." Biophysical journal 113, 2 (2017): 321-329. Details. Full text
  • Voss, Randal ;Murrugarra, D ;Jensen, TB ;Monaghan, JR "Transcriptional correlates of proximal-distal identify and regeneration timing in axolotl limbs." Comparative biochemistry and physiology. Toxicology & pharmacology : CBP (2017): Details.
  • Murrugarra, D ;Veliz-Cuba, A ;Aguilar, B ;Laubenbacher, R "Identification of control targets in Boolean molecular network models via computational algebra." BMC systems biology 10, 1 (2016): 94. Details. Full text
  • Murrugarra, D ;Dimitrova, ES "Molecular network control through boolean canalization." EURASIP journal on bioinformatics & systems biology 2015, 1 (2015): 9. Details. Full text
  • Kadelka, C ;Murrugarra, D ;Laubenbacher, R "Stabilizing gene regulatory networks through feedforward loops." Chaos (Woodbury, N.Y.) 23, 2 (2013): 025107. Details. Full text
  • Murrugarra, D ;Veliz-Cuba, A ;Aguilar, B ;Arat, S ;Laubenbacher, R "Modeling stochasticity and variability in gene regulatory networks." EURASIP journal on bioinformatics & systems biology 2012, 1 (2012): 5. Details. Full text
  • Murrugarra, D ;Laubenbacher, R "Regulatory patterns in molecular interaction networks." Journal of theoretical biology 288, (2011): 66-72. Details. Full text
  • Hinkelmann, F ;Murrugarra, D ;Jarrah, AS ;Laubenbacher, R "A mathematical framework for agent based models of complex biological networks." Bulletin of mathematical biology 73, 7 (2011): 1583-602. Details. Full text
  • Murrugarra, D ;Miller, J.;Mueller, AN "Estimating Propensity Parameters Using Google PageRank and Genetic Algorithms." Frontiers in neuroscience 10, (0): 513. Details. Full text
* Publications are automatically pulled from pubmed.gov based on a user-specific query. Results may include incorrect citations. See: Tutorial on improving PubMed results.
X
Enter your linkblue username.
Enter your linkblue password.
Secure Login

This login is SSL protected

Loading