THE FUZZY OVERLAY STUDENT MODEL IN AN INTELLIGENT TUTORING SYSTEM
Abstract
The article is devoted to the development of the student model for use in an intelligent tutoring system (ITS) designed for the evaluation of students’ competencies in different Higher Education Facilities. There are classification and examples of the various student models, the most suitable for the evaluation of competencies is selected and finalized. The dynamic overlay fuzzy student model builded on the domain model based on the concept of didactic units is described in this work. The formulas, chart and diagrams are provided.
About the Authors
D. I. Popov
МГУП им. Ивана Федорова
Russian Federation
Russian Federation
O. Yu. Lazareva
МГУП им. Ивана Федорова
Russian Federation
Russian Federation
References
1. Brusilovskijj P.L. Postroenie i ispol'zovanie modelejj obuchaemogo v intellektual'nykh obuchajushhikh sistemakh. Tekhnicheskaja kibernetika. 1992. № 5. Pp. 97-119. (In Russian).
2. Bul' E.E. Sravnitel'nyjj analiz modelejj obuchaemogo. Telematika'2003: trudy X Vserossijjskojj nauchnometodicheskojj konferencii. SPb.: SPbGU ITMO. 2003. Pp. 362-364. (In Russian).
3. Koljada M.G. Vidy modelejj, obuchaemykh v avtomatizirovannykh obuchajushhikh sistemakh. Iskusstvennyjj intellekt. 2008. № 2. Pp. 28 -33. (In Russian).
4. Lazareva O.Yu. Ispol'zovanie SWI-Prolog v veb-orientirovannojj intellektual'nojj obuchajushhejj sisteme. Aktual'nye problemy sovremennojj nauki: sbornik statejj Mezhdunarodnojj nauchno-prakticheskojj konferencii (1 avgusta 2014g, g. Ufa)/ Ufa: Aehterna. 2014. Pp. 11-16. (In Russian).
5. Lazareva O.Yu. Kognitivnaja karta predmetnojj oblasti v intellektual'nojj obuchajushhejj sisteme. Nauchnoobrazovatel'naja informacionnaja sreda XXI veka: materialy VIII Mezhdunarodnojj nauchno-prakticheskojj konferencii (15-18 sentjabrja 2014 goda). Petrozavodsk. 2014. Pp. 134-137. (In Russian).
6. Lazareva O.Yu. Profilirovanie pol'zovatelejj v intellektual'nykh obuchajushhikh sistemakh. Informacionnaja sreda vuza XXI veka: materialy VII Mezhdunarodnojj nauchno-prakticheskojj konferencii (23-27 sentjabrja 2013 goda). Petrozavodsk. 2013. Pp. 135-137. (In Russian).
7. Petrushin V.A. Ehkspertno-obuchajushhie sistemy. K.: Naukova dumka. 1992. (In Russian).
8. Popov D.I. Proektirovanie intellektual'nykh sistem distancionnogo obrazovanija. Izvestija Juzhnogo federal'nogo universiteta. Tekhnicheskie nauki. 2001. T. 22. № 4. Pp. 325-332. (In Russian).
9. Popov D.I., Demidov D.G. Adaptivnaja strategija obuchenija personala predprijatijj. V mire nauchnykh otkrytijj. 2011. № 9. Pp. 65-71. (In Russian).
10. Popov D.I., Komolova T.I., Popova E.D., Jakubovskijj K.I. Osobennosti formalizacii kompetentnostnogo podkhoda pri obuchenii v oblasti poligrafii i izdatel'skogo dela. Izvestija vysshikh uchebnykh zavedenijj. Problemy poligrafii i izdatel'skogo dela. 2013. № 3. Pp. 106-112. (In Russian).
11. Popov D.I., Jakubovskijj K.I., Demidov D.G. Nechetkaja model' vybora testovykh zadanijj dlja attestacii personala poligraficheskikh predprijatijj. Izvestija vysshikh uchebnykh zavedenijj. Problemy poligrafii i izda-tel'skogo dela. 2014. № 3. Pp. 3-9. (In Russian).
12. Rutkovskaja D., Pilin'skijj M., Rutkovskijj L. Nejjronnye seti, geneticheskie algoritmy i nechetkie sistemy: per. s pol'sk. I.D. Rudinskogo. M.: Gorjachaja linija – Telekom. 2006. (In Russian).
13. Freedman R. What is an intelligent tutoring system? Intelligence. 2000. № 11 (3). Рp. 15-16.
14. Mizoguchi R. Student Modeling in ITS. Chan, T.W., Self., J. (eds.) Emerging Technologies in Education. AACE. 1995. Рp. 35-48.
15. Nkambou R., Mizoguchi R., Bourdeau J. Advances in intelligent tutoring systems. Heidelberg: Springer. 2010. Рp. 1-11.
16. Nwana H.S. Intelligent tutoring systems: An overview. Artificial Intelligence Review. 1990. № 4 (4). Pp. 251-277.
17. Shang Y., Shi H., Ghen S. An Intelligent Distributed Environment for Active Learning. ACM Journal on Educational Resources in Computing. 2001. № 1 (2). Pp. 1-17.
18. Woolf B.P. Building Intelligent Interactive Tutors: Student-centered strategies for revolutionizing e-learning. Morgan Kaufmann. 2010.
Review
For citations:
Popov D.I., Lazareva O.Yu. THE FUZZY OVERLAY STUDENT MODEL IN AN INTELLIGENT TUTORING SYSTEM. Civil Aviation High Technologies. 2015;(213):141-148. (In Russ.)
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