Special Issue "Stochastic Processes in Neuronal Modeling"
Deadline for manuscript submissions: closed (31 October 2021) | Viewed by 7542
Interests: markov processes; semi-markov processes; first passage problems; fractional dynamics; fractional brownian motion; coupled dynamics; queuing theory; leaky integrate-and-fire neuronal models; computational methods for stochastic models; stochastic simulation techniques
Interests: interacting particle systems; stochastic models in neuroscience; longtime behavior of stochastic processes; coupling and perfect simulation; Hawkes processes; chains and processes with memory of variable length
The aim of this Special Issue is to publish original research articles covering advances in the theory of stochastic processes and stochastic models for single and networks of neurons. In particular, with the aim of improving upon existing neuronal models or creating new models, continuous and discrete time stochastic processes will be discussed, as well as stochastic differential equations, fractional differential equations, correlated processes, first passage time problems, stochastic optimal controls, mean-field limits, interacting particle systems, statistics of stochastic processes, parameter estimation and simulation techniques.
Potential topics include, but are not limited to:
-Markov and semi-Markov processes
-Space-time fractional equations
-Fractional Brownian motion
-Integrate and fire models
-Stochastic optimal control
-Computational methods for stochastic models
-Information theory and estimation theory for computational neuroscience
-Large deviations and limit theorems
-Numerical and simulations approaches
Prof. Enrica Pirozzi
Prof. Eva Löcherbach
Manuscript Submission Information
Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.
Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematics is an international peer-reviewed open access semimonthly journal published by MDPI.
Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 1800 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.
- Stochastic differential equations
- Neuronal models
- Fractional dynamics
- Long-range dependence
- Population models
- Information measures