Search Results - "Zygalakis, Konstantinos"
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LONG TIME ACCURACY OF LIE–TROTTER SPLITTING METHODS FOR LANGEVIN DYNAMICS
Published in SIAM journal on numerical analysis (01-01-2015)“…A new characterization of sufficient conditions for the Lie–Trotter splitting to capture the numerical invariant measure of nonlinear ergodic Langevin dynamics…”
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HIGH ORDER NUMERICAL APPROXIMATION OF THE INVARIANT MEASURE OF ERGODIC SDES
Published in SIAM journal on numerical analysis (01-01-2014)“…We introduce new sufficient conditions for a numerical method to approximate with high order of accuracy the invariant measure of an ergodic system of…”
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FAST LANGEVIN BASED ALGORITHM FOR MCMC IN HIGH DIMENSIONS
Published in The Annals of applied probability (01-08-2017)“…We introduce new Gaussian proposals to improve the efficiency of the standard Hastings–Metropolis algorithm in Markov chain Monte Carlo (MCMC) methods, used…”
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Generative hypergraph models and spectral embedding
Published in Scientific reports (11-01-2023)“…Many complex systems involve interactions between more than two agents. Hypergraphs capture these higher-order interactions through hyperedges that may link…”
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Gaussian processes for Bayesian inverse problems associated with linear partial differential equations
Published in Statistics and computing (01-08-2024)“…This work is concerned with the use of Gaussian surrogate models for Bayesian inverse problems associated with linear partial differential equations. A…”
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The forward–backward envelope for sampling with the overdamped Langevin algorithm
Published in Statistics and computing (01-08-2023)“…In this paper, we analyse a proximal method based on the idea of forward–backward splitting for sampling from distributions with densities that are not…”
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Statistical analysis of differential equations: introducing probability measures on numerical solutions
Published in Statistics and computing (2017)“…In this paper, we present a formal quantification of uncertainty induced by numerical solutions of ordinary and partial differential equation models. Numerical…”
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An Explicit Structural Model of Root Hair and Soil Interactions Parameterised by Synchrotron X-ray Computed Tomography
Published in Bulletin of mathematical biology (01-12-2017)“…The rhizosphere is a zone of fundamental importance for understanding the dynamics of nutrient acquisition by plant roots. The canonical difficulty of…”
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The blending region hybrid framework for the simulation of stochastic reaction-diffusion processes
Published in Journal of the Royal Society interface (01-10-2020)“…The simulation of stochastic reaction-diffusion systems using fine-grained representations can become computationally prohibitive when particle numbers become…”
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Noise control for molecular computing
Published in Journal of the Royal Society interface (01-07-2018)“…Synthetic biology is a growing interdisciplinary field, with far-reaching applications, which aims to design biochemical systems that behave in a desired…”
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Explicit stabilised gradient descent for faster strongly convex optimisation
Published in BIT (01-03-2021)“…This paper introduces the Runge–Kutta Chebyshev descent method (RKCD) for strongly convex optimisation problems. This new algorithm is based on explicit…”
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Entropy, Ergodicity, and Stem Cell Multipotency
Published in Physical review letters (13-11-2015)“…Populations of mammalian stem cells commonly exhibit considerable cell-cell variability. However, the functional role of this diversity is unclear. Here, we…”
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Multi-level Monte Carlo methods for the approximation of invariant measures of stochastic differential equations
Published in Statistics and computing (01-05-2020)“…We develop a framework that allows the use of the multi-level Monte Carlo (MLMC) methodology (Giles in Acta Numer. 24:259–328, 2015…”
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Directed network Laplacians and random graph models
Published in Royal Society open science (01-10-2021)“…We consider spectral methods that uncover hidden structures in directed networks. We establish and exploit connections between node reordering via (a)…”
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Higher-order connection Laplacians for directed simplicial complexes
Published in Journal of physic, complexity (01-03-2024)“…Abstract Higher-order networks encode the many-body interactions existing in complex systems, such as the brain, protein complexes, and social interactions…”
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Noise-processing by signaling networks
Published in Scientific reports (03-04-2017)“…Signaling networks mediate environmental information to the cell nucleus. To perform this task effectively they must be able to integrate multiple stimuli and…”
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Fast stochastic simulation of biochemical reaction systems by alternative formulations of the chemical Langevin equation
Published in The Journal of chemical physics (28-04-2010)“…The Chemical Langevin Equation (CLE), which is a stochastic differential equation driven by a multidimensional Wiener process, acts as a bridge between the…”
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ANALYSIS OF BROWNIAN DYNAMICS SIMULATIONS OF REVERSIBLE BIMOLECULAR REACTIONS
Published in SIAM journal on applied mathematics (01-01-2011)“…A class of Brownian dynamics algorithms for stochastic reaction-diffusion models which include reversible bimolecular reactions is presented and analyzed. The…”
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A constrained approach to multiscale stochastic simulation of chemically reacting systems
Published in The Journal of chemical physics (07-09-2011)“…Stochastic simulation of coupled chemical reactions is often computationally intensive, especially if a chemical system contains reactions occurring on…”
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Efficient simulation of stochastic chemical kinetics with the Stochastic Bulirsch-Stoer extrapolation method
Published in BMC systems biology (18-06-2014)“…Biochemical systems with relatively low numbers of components must be simulated stochastically in order to capture their inherent noise. Although there has…”
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