Search Results - "Dimitrova, Elena S."
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Cyclone: open-source package for simulation and analysis of finite dynamical systems
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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Geometric Characterization of Data Sets with Unique Reduced Gröbner Bases
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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3
Molecular network control through boolean canalization
Published in EURASIP journal on bioinformatics & systems biology (01-12-2015)“…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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Discretization of time series data
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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Forecasting polynomial dynamics
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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Probabilistic polynomial dynamical systems for reverse engineering of gene regulatory networks
Published in EURASIP journal on bioinformatics & systems biology (06-06-2011)“…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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Difference equation for tracking perturbations in systems of Boolean nested canalyzing functions
Published in Physical review. E, Statistical, nonlinear, and soft matter physics (01-06-2015)“…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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Stroke prevention in atrial fibrillation and ‘real world’ adherence to guidelines in the Balkan Region: The BALKAN-AF Survey
Published in Scientific reports (12-02-2016)“…Data on the management of atrial fibrillation (AF) in the Balkan Region are limited. The Serbian AF Association (SAFA) prospectively investigated contemporary…”
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Estimating the Volumes of the Cones in a Gröbner Fan
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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The Patterns of Non-vitamin K Antagonist Oral Anticoagulants (NOACs) Use in Patients with Atrial Fibrillation in Seven Balkan Countries: a Report from the BALKAN-AF Survey
Published in Advances in therapy (01-08-2017)“…Introduction Data on management of atrial fibrillation (AF) in the Balkan Region are scarce. To capture the patterns in AF management in contemporary clinical…”
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A unified approach to reverse engineering and data selection for unique network identification
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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Probabilistic polynomial dynamical systems for reverse engineering of gene regulatory networks: Doc 1
Published in EURASIP journal on bioinformatics & systems biology (01-06-2011)“…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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Estimating the Long-term Behavior of Biologically Inspired Agent-based Models
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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Algebraic Experimental Design: Theory and Computation
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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Algebraic Model Selection and Experimental Design in Biological Data Science
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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Molecular Network Control Through Boolean Canalization
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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Geometric characterization of data sets with unique reduced Gr\"obner bases
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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Polynomial models for systems biology: Data discretization and term order effect on dynamics
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 -
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Polynomial models for systems biology: Data discretization and term order effect on dynamics
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Dissertation -
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Discretization of Time Series Data
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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