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Computer Science and Education in Computer Science. 19th EAI International Conference, CSECS 2023, Boston, MA, USA, June 28–29, 2023, Proceedings

Research Article

Branching Process Simulator in R

Cite
BibTeX Plain Text
  • @INPROCEEDINGS{10.1007/978-3-031-44668-9_6,
        author={A. Tchorbadjieff and L. Tomov and P. Mayster},
        title={Branching Process Simulator in R},
        proceedings={Computer Science and Education in Computer Science. 19th EAI International Conference, CSECS 2023, Boston, MA, USA, June 28--29, 2023, Proceedings},
        proceedings_a={CSECS},
        year={2023},
        month={10},
        keywords={Branching processes R parallel computing epidemiology physics},
        doi={10.1007/978-3-031-44668-9_6}
    }
    
  • A. Tchorbadjieff
    L. Tomov
    P. Mayster
    Year: 2023
    Branching Process Simulator in R
    CSECS
    Springer
    DOI: 10.1007/978-3-031-44668-9_6
A. Tchorbadjieff1, L. Tomov2,*, P. Mayster1
  • 1: Institute of Mathematics and Informatics
  • 2: Department of Informatics, New Bulgarian University
*Contact email: lptomov@nbu.bg

Abstract

We developed a set of software functionalities in R for simulation of branching processes. Originally it was designed for simulating the branching mechanism of a cosmic ray atmosphere cascade, beginning with electron-photon cascade. Further this simulator was adapted for applications epidemiology with extended set of probability distributions such as Poisson, Negative Binomial, shifted Geometric and Polya-Aepply used either for modeling the initial conditions for linear birth-death processes or branching process mechanism following predefined probabilistic distribution. The simulator is applied mostly when analytical solutions give convergent infinite series. It uses the capability of R for parallel computation and applies the Object-Oriented Programming paradigm (a secure type encapsulation).

Keywords
Branching processes R parallel computing epidemiology physics
Published
2023-10-11
Appears in
SpringerLink
http://dx.doi.org/10.1007/978-3-031-44668-9_6
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