COMPUTER-BASED SIMULATION OF STOCHASTIC PROCESS FOR INVESTIGATION OF EFFICIENCY OF STATISTICAL HYPOTHESIS TESTING IN PEDAGOGICAL RESEARCH

Authors

DOI:

https://doi.org/10.14308/ite000582

Keywords:

Stochastic process, statistical hypothesis, small samples, Chi-square criterion, Fisher's angular transformation

Abstract

     Efficiency of Chi-square criterion and Fisher's angular transformation for statistical hypothesis testing are investigated at small samples with computer-based model. The results show that both criteria give satisfactory accuracy even at small samples. Accuracy zones of determination of the false positive rate (type I error) are analysed on the base of stochastic computational experiments. Comparison of sensitivities of investigated tests is shown as a function of samples size for some cases.

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References

Monaco, A. F.; Bird, E. M.: Electronic Scientific-Educational Space and the Prospects of their Development in the Context of Supporting the Mass and Continuity. Control Systems and Machines, N 4, 83-92 (2012)

Kravtsov, H.: Methods and Technologies for the Quality Monitoring of Electronic Educational Resources [Electronic Resource]. Proc. 11-th Int. Conf. ICTERI 2015, Lviv, Ukraine, May 14-16, 2015, CEUR-WS.org/Vol-1356, ISSN 1613-0073, P.311-325. http://ceur-ws.org/Vol-1356/paper_109.pdf

Spivakovskiy A., Petukhova L., Spivakovska E., Kotkova V., Kravtsov H.: Three-Subjective Didactic Model. Information and Communication Technologies in Education, Research, and Industrial Applications. Communications in Computer and Information Science. Springer International Publishing, V 412, 252-273, (2013)

Grabar, M. I.; Krasnyanskaya, K. A.: Application of Mathematical Statistics in Educational Research. Nonparametric Methods. Pedagogika, Moscow, (1977)

Sidorenko, E. V.: Methods of Mathematical Processing in Psychology. "Speech", St. Petersburg, (2002)

Godfrua, J.: What is Psychology. T. 2. Mir, Moscow, (1992)

Gubler, E. V.; Genkin, A. A.: Use of Non-parametric Criteria of Statistics in Biomedical Research. Medicine, Leningrad, (1973)

Langsrud, Øyvind: Fisher's Exact Test [Electronic Resource]. http://www.langsrud.com /fisher.htm

Kolgatin, O. G.: Information Technology in Educational Research. Control Systems and Machines, 255, N1, 66-72, (2015)

Monaco, A. F.; Bird, E. M.: Electronic Scientific-Educational Space and the Prospects of their Development in the Context of Supporting the Mass and Continuity. Control Systems and Machines, N 4, 83-92 (2012)

Kravtsov, H.: Methods and Technologies for the Quality Monitoring of Electronic Educational Resources [Electronic Resource]. Proc. 11-th Int. Conf. ICTERI 2015, Lviv, Ukraine, May 14-16, 2015, CEUR-WS.org/Vol-1356, ISSN 1613-0073, P.311-325. http://ceur-ws.org/Vol-1356/paper_109.pdf

Spivakovskiy A., Petukhova L., Spivakovska E., Kotkova V., Kravtsov H.: Three-Subjective Didactic Model. Information and Communication Technologies in Education, Research, and Industrial Applications. Communications in Computer and Information Science. Springer International Publishing, V 412, 252-273, (2013)

Grabar, M. I.; Krasnyanskaya, K. A.: Application of Mathematical Statistics in Educational Research. Nonparametric Methods. Pedagogika, Moscow, (1977)

Sidorenko, E. V.: Methods of Mathematical Processing in Psychology. "Speech", St. Petersburg, (2002)

Godfrua, J.: What is Psychology. T. 2. Mir, Moscow, (1992)

Gubler, E. V.; Genkin, A. A.: Use of Non-parametric Criteria of Statistics in Biomedical Research. Medicine, Leningrad, (1973)

Langsrud, Øyvind: Fisher's Exact Test [Electronic Resource]. http://www.langsrud.com /fisher.htm

Kolgatin, O. G.: Information Technology in Educational Research. Control Systems and Machines, 255, N1, 66-72, (2015)

Published

31.10.2016

How to Cite

Kolgatin, O. (2016). COMPUTER-BASED SIMULATION OF STOCHASTIC PROCESS FOR INVESTIGATION OF EFFICIENCY OF STATISTICAL HYPOTHESIS TESTING IN PEDAGOGICAL RESEARCH. Journal of Information Technologies in Education (ITE), (27), 007–014. https://doi.org/10.14308/ite000582