Results of Performance Analysis of Advanced Inftheo New Package for R

Authors

  • Narek S. Pahlevanyan Gyumri State Pedagogical
  • Mariam E. Haroutunian Institute for Informatics and Automation Problems of NAS RA

Keywords:

R language, R package, Multithreading, E-capacity bounds

Abstract

The authors have developed a new package “Advanced Inftheo” [1] for R to perform computations of complex information-theoretical results. For achieving higher computational speed, the package includes different types of parallelization. For evaluation of package performance various experiments were conducted. The analysis of these experiments are presented in this paper. Moreover, the advantages of Advacned Inftheo package compared with the existing Infotheo package are introduced.

References

N. Pahlevanyan and M. Haroutunian, “Technical solutions of developing Advanced Inftheo new module for R,” in Proceedings of the 10th International Conference on Computer Science and Information Technologies, Yerevan, Armenia, 2015, pp. 306–309.

W. N. Venables, D. M. Smith and the R Core Team, “An introduction to R,” version 3.1.1, pp. 51–77, 2014.

E. A. Haroutunian, M. E. Haroutunian and A. N. Harutyunyan, “Reliability criteria in information theory and in statistical hypothesis testing,” Foundations and Trends in Communications and Information Theory, vol. 4, no. 2-3, 2008.

T. Ignatenko and F. M. Willems, “Biometric security from an information-theoretical perspective,” Foundations and Trends in Communications and Information Theory, vol. 7, no. 2-3, 2012.

R. Ahlswede and I. Csiszar, “Common randomness in information theory and cryptography. i secret sharing,” IEEE Transactions on Information Theory, vol. 39, no. 4, pp. 1121–1132, 1993.

M. Haroutunian and N. Pahlevanyan, “Information theoretical analysis of biometric secret key sharing model,” Transactions of IIAP of NAS of RA, Mathematical Problems of Computer Science, vol.42, pp. 17-27, 2014.

R Development Core Team, “R: A language and environment for statistical computing,” R Foundation for Statistical Computing, 2011.

D. Smith, “The R ecosystem,” useR! conference, Coventry, United Kingdom, August 2011.

M. Haroutunian and N. Pahlevanyan, “Experimentation of Advanced Inftheo module for R on the example of biometric generated secret key sharing system,” International Journal Information Content and Processing, vol. 2, no. 1, pp. 62–70, 2015.

P. E. Meyer, “Package Infotheo," The Comprehensive R Archive Network, pp. 1-12, July 2014.

C. Hughes and T. Hughes, Professional Multicore Programming: Design and Implementation for C++ Developers. Birmingham, UK, UK: Wrox Press Ltd., 2008.

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Published

2021-12-10

How to Cite

Pahlevanyan , N. S. ., & Haroutunian, M. E. . (2021). Results of Performance Analysis of Advanced Inftheo New Package for R. Mathematical Problems of Computer Science, 45, 5–13. Retrieved from http://mpcs.sci.am/index.php/mpcs/article/view/159

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