Search Results - "Dimitrova, Elena S."

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  1. 1

    Cyclone: open-source package for simulation and analysis of finite dynamical systems by Dimitrova, Elena S, Knapp, Adam C, Stigler, Brandilyn, Stillman, Michael E

    Published in Bioinformatics (Oxford, England) (01-11-2023)
    “…Abstract Motivation While there are software packages that analyze Boolean, ternary, or other multi-state models, none compute the complete state space of…”
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    Journal Article
  2. 2

    Geometric Characterization of Data Sets with Unique Reduced Gröbner Bases by He, Qijun, Dimitrova, Elena S., Stigler, Brandilyn, Zhang, Anyu

    Published in Bulletin of mathematical biology (01-07-2019)
    “…Model selection based on experimental data is an important challenge in biological data science. Particularly when collecting data is expensive or…”
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    Journal Article
  3. 3

    Molecular network control through boolean canalization by Murrugarra, David, Dimitrova, Elena S.

    “…Boolean networks are an important class of computational models for molecular interaction networks. Boolean canalization, a type of hierarchical clustering of…”
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    Journal Article
  4. 4

    Discretization of time series data by Dimitrova, Elena S, Licona, M Paola Vera, McGee, John, Laubenbacher, Reinhard

    Published in Journal of computational biology (01-06-2010)
    “…An increasing number of algorithms for biochemical network inference from experimental data require discrete data as input. For example, dynamic Bayesian…”
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    Journal Article
  5. 5

    Forecasting polynomial dynamics by Dimitrova, Elena S., Zardecki, Andrew

    Published in Applied mathematics and computation (01-10-2008)
    “…The reverse engineering method of gene regulatory networks, recently implemented by Laubenbacher and Stigler, is used to generate a multivariate time series…”
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    Journal Article
  6. 6

    Probabilistic polynomial dynamical systems for reverse engineering of gene regulatory networks by Dimitrova, Elena S, Mitra, Indranil, Jarrah, Abdul Salam

    “…Elucidating the structure and/or dynamics of gene regulatory networks from experimental data is a major goal of systems biology. Stochastic models have the…”
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    Journal Article
  7. 7

    Difference equation for tracking perturbations in systems of Boolean nested canalyzing functions by Dimitrova, Elena S, Yordanov, Oleg I, Matache, Mihaela T

    “…This paper studies the spread of perturbations through networks composed of Boolean functions with special canalyzing properties. Canalyzing functions have the…”
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    Journal Article
  8. 8
  9. 9

    Estimating the Volumes of the Cones in a Gröbner Fan by Dimitrova, Elena S.

    Published in Mathematics in computer science (01-06-2010)
    “…We present a stochastic method for estimating the relative volumes of the Gröbner cones of a Gröbner fan without computing the actual fan. The method is…”
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    Journal Article
  10. 10
  11. 11

    A unified approach to reverse engineering and data selection for unique network identification by Veliz-Cuba, Alan, Newsome-Slade, Vanessa, Dimitrova, Elena S

    Published 10-12-2022
    “…Due to cost concerns, it is optimal to gain insight into the connectivity of biological and other networks using as few experiments as possible. Data selection…”
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    Journal Article
  12. 12

    Probabilistic polynomial dynamical systems for reverse engineering of gene regulatory networks: Doc 1 by Dimitrova, Elena S, Mitra, Indranil, Jarrah, Abdul Salam

    “…Elucidating the structure and/or dynamics of gene regulatory networks from experimental data is a major goal of systems biology. Stochastic models have the…”
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    Journal Article
  13. 13

    Estimating the Long-term Behavior of Biologically Inspired Agent-based Models by Cruz, Daniel A, Toppen, Jack, Park, Eunbi, Kemp, Melissa L, Dimitrova, Elena S

    Published 01-11-2022
    “…An agent-based model (ABM) is a computational model in which the local interactions of autonomous agents with each other and with their environment give rise…”
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    Journal Article
  14. 14

    Algebraic Experimental Design: Theory and Computation by Dimitrova, Elena S, Fredrickson, Cameron H, Rondoni, Nicholas A, Stigler, Brandilyn, Veliz-Cuba, Alan

    Published 04-08-2022
    “…SIAM Journal on Applied Algebra and Geometry, 8 (2024), 284-301 Over the past several decades, algebraic geometry has provided innovative approaches to…”
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    Journal Article
  15. 15

    Algebraic Model Selection and Experimental Design in Biological Data Science by Zhang, Anyu, Hu, Jingzhen, Liang, Qingzhong, Dimitrova, Elena S, Stigler, Brandilyn

    Published 23-01-2021
    “…Advances in Applied Mathematics, 133 (2022) Design of experiments and model selection, though essential steps in data science, are usually viewed as unrelated…”
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    Journal Article
  16. 16

    Molecular Network Control Through Boolean Canalization by Murrugarra, David, Dimitrova, Elena S

    Published 25-10-2015
    “…EURASIP Journal on Bioinformatics and Systems Biology, 2015:9, 2015 Boolean networks are an important class of computational models for molecular interaction…”
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    Journal Article
  17. 17

    Geometric characterization of data sets with unique reduced Gr\"obner bases by Dimitrova, Elena S, He, Qijun, Stigler, Brandilyn, Zhang, Anyu

    Published 02-11-2018
    “…Bulletin of Mathematical Biology 81 (2019) 2691-2705 Model selection based on experimental data is an important challenge in biological data science…”
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    Journal Article
  18. 18

    Polynomial models for systems biology: Data discretization and term order effect on dynamics by Dimitrova, Elena S

    Published 01-01-2006
    “…Systems biology aims at system-level understanding of biological systems, in particular cellular networks. The milestones of this understanding are knowledge…”
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    Dissertation
  19. 19

    Polynomial models for systems biology: Data discretization and term order effect on dynamics by Dimitrova, Elena S

    “…Systems biology aims at system-level understanding of biological systems, in particular cellular networks. The milestones of this understanding are knowledge…”
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    Dissertation
  20. 20

    Discretization of Time Series Data by Dimitrova, Elena S, McGee, John J, Laubenbacher, Reinhard C

    Published 15-05-2005
    “…Data discretization, also known as binning, is a frequently used technique in computer science, statistics, and their applications to biological data analysis…”
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    Journal Article