Model of Adaptive Learning and His Implementation

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Abstract

The presented project is aimed at automating the e-learning process regarding the acquisition of practical skills for solving non-formalized tasks, determining the level of knowledge and reducing the duration of training by reducing the number of tasks depending on the level of training. To meet these requirements, an adaptive testing approach was implemented and “Adaptive trainer” web-service was implemented to demonstrate how it works.

General Information

Keywords: adaptive training, markov random process, adaptive trainer, self-learning systems, information systems implementation

Journal rubric: Software

Article type: scientific article

DOI: https://doi.org/10.17759/mda.2020100303

Funding. This work has been funded by the Moscow State University of Psychology and Education.

For citation: Pominov D.A. Model of Adaptive Learning and His Implementation. Modelirovanie i analiz dannikh = Modelling and Data Analysis, 2020. Vol. 10, no. 3, pp. 39–52. DOI: 10.17759/mda.2020100303. (In Russ., аbstr. in Engl.)

References

  1. Kuravsky L.S., Artemenkov S.L., Yuriev G.A., Grigorenko E.L. New approach to computer-based adaptive testing. – Experimental Psychology. 2017. Vol. 10. No. 3. Pp. 33–45. doi:10.17759/exppsy. 2017100303 (in Russian).
  2. Kuravsky L.S., Kulik S.D., Marmalyuk P.A., Yuriev G.A. Certifi cate of state registration of the useful model № 118095 A device for modeling adaptive testing of cognitive abilities of the subject. – Application № 2012105993/08; decraled 21 February 2012; registered 10 July 2012. – (ROSPATENT).
  3. Kuravsky L.S., Margolis A.A., Marmalyuk P.A., Yuriev G.A., Dumin P.N. Trainable Markov models in tasks of optimization of the order of presentation of psychological tests // Neurocomputers: Development and Application. 2013. No. 4. pp. 28–38 (in Russian).
  4. Kuravsky L.S., Margolis A.A., Marmalyuk P.A., Panfi lova A.S. , Yuriev G.A. Mathematical aspects of the adaptive trainer concept – Psychological Science and Education. 2016. Vol. 21. No. 2. Pp. 84–95. doi: 10.17759/pse.2016210210 (in Russian).
  5. Kuravsky L.S., Margolis A.A., Yuriev G.A., Pominov D.A. Concept of self-learning adaptive trainer // Neurocomputers: Development and Application. 2018. No 3. pp. 29–37 (in Russian).
  6. Kuravsky L.S., Margolis A.A., Marmalyuk P.A., Yuriev G.A., Dumin P.N., Kulik S.D. Certifi cate of state registration of the useful model № 122796 Decision support system for psychological and pedagogical testing. – Application № 2012132684/08; decraled 31 July 2012; registered 10 December 2012. – (ROSPATENT).
  7. Kuravsky L.S., Margolis A.A., Yuriev G.A., Marmalyuk P.A. Concept of a system of support in decision making for psychological testing. – Psychological science and education, No. 1, 2012, pp. 56–65 (in Russian).
  8. Kuravsky L.S., Yuriev G.A. Adaptive testing as a Markovian process: models and their identifi cation. – Neurocomputers: Development and Application, No. 2, 2011, pp. 21–29 (in Russian).
  9. Kuravsky L.S., Yuriev G.A. Probabilistic method of fi ltering artefacts in adaptive testing. – Experimental Psychology, Vol.5, No. 1, 2012, pp. 119–131 (in Russian).
  10. Kuravsky L.S., Yuriev G.A. Use of Markov models in processing testing results. – Psychology Issues, No. 2, 2011, pp. 98–107 (in Russian).
  11. Kuravsky L.S., Yuriev G.A. About an approach to adaptive testing and eliminating its artefacts. // Neurocomputers: Development and Application, No. 1, 2012 (in Russian).
  12. Markov models in diagnostics and forecasting tasks: Study Guide. // Edited by L.S. Kuravsky. – 2nd edition, enlarged -Moscow: Publishing House of the Moscow State University of Psychology and Education, 2017. 203 p. (in Russian).
  13. 1C: E-learning [Web resource] // URL: http://v8.1c.ru/elo (In Russian).
  14. Baker F.B. The Basics of Item Response Theory // ERIC Clearinghouse on Assessment and Evaluation. University of Maryland, College Park. MD. 2001.
  15. Ebmodo [Web resource] // Connect with students and parents in your paperless classroom. URL: https://www.edmodo.com.
  16. Gregory R.J. Psychological testing: History, principles, and applications (5th edition). New York: Pearson. 2007.
  17. Kats Y. Learning Management Systems and Instructional Design: Best Practices in Online Education. IGI Global. 2013. ISBN 9781466639317
  18. Kuravsky L.S., Marmalyuk P.A., Yuryev G.A., Dumin P.N. A Numerical Technique for the Identifi cation of Discrete-State Continuous-Time Markov Models // Applied Mathematical Sciences. 2015. V. 9. № 8. Р. 379–391. URL: http://dx.doi.org/10.12988/ams. 2015.410882.
  19. Kuravsky L.S., Marmalyuk P.A., Baranov S.N., Alkhimov V.I., Yuryev G.A., Artyukhina S.V. A New Technique for Testing Professional Skills and Competencies and Examples of its Practical Applications // Applied Mathematical Sciences. 2015. V. 9. № 21. Р. 1003–1026. http://dx.doi.org/10.12988/ams.2015.411899.
  20. Moodle open-source learning platform [Web resource] // Moodle Pty Ltd. URL:https://moodle.org (дата обращения 03.02.2016).
  21. Rasch G. Probabilistic models for some intelligence and attainment tests // Copenhagen, Danish Institute for Educational Research, expanded edition (1980) with foreword and afterword by B.D. Wright. Chicago: The University of Chicago Press. 1960/1980.
  22. Thompson N.A., Weiss D.J. A framework for the development of computerized adaptive tests // Practical Assessment, Research & Evaluation. 2011. № 16 (1). Р. 19.
  23. de la Torre J., Patz R.J. Making the Most of What We Have: A Practical Application of Multidimensional Item Response Theory in Test Scoring // Journal of Educational and Behavioral Statistics. 2005. № 30(3). Р. 295311. doi:10.3102/10769986030003295.
  24. Wright B.D., Masters G.N. Rating scale analysis. Rasch measurements // Chicago: MESA Press. 1982. 206 p.

Information About the Authors

Denis A. Pominov, Research Scholar, Computer Science Faculty, Moscow State University of Psychology and Education, Moscow, Russia, ORCID: https://orcid.org/0000-0002-1321-3713, e-mail: pominovda@mgppu.ru

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