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Pregled bibliografske jedinice broj: 924271

Identifying mathematical anxiety with MLP and RBF neural networks


Đurđević Babić, Ivana; Milić, Tomislav; Kozić, Ana
Identifying mathematical anxiety with MLP and RBF neural networks // Mathematics education as a science and a profession / Kolar-Begović, Zdenka ; Kolar-Šuper, Ružica ; Jukić Matić, Ljerka (ur.).
Zagreb: Element ; Sveučilište Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku, 2017. str. 250-257


CROSBI ID: 924271 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Identifying mathematical anxiety with MLP and RBF neural networks

Autori
Đurđević Babić, Ivana ; Milić, Tomislav ; Kozić, Ana

Vrsta, podvrsta i kategorija rada
Poglavlja u knjigama, znanstveni

Knjiga
Mathematics education as a science and a profession

Urednik/ci
Kolar-Begović, Zdenka ; Kolar-Šuper, Ružica ; Jukić Matić, Ljerka

Izdavač
Element ; Sveučilište Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku

Grad
Zagreb

Godina
2017

Raspon stranica
250-257

ISBN
978-953-197-592-6

Ključne riječi
mathematical anxiety, physical activity, neural network, MLP, RBF

Sažetak
This research addresses the problem of mathematical anxiety which is usually associated with inadequate mathematical performance and achievement. It aims to develop neural network model for classification of students according to the degree of mathematical anxiety in order to examine and better understand the relationship and effects of physical activity along with some other factors on mathematical anxiety. For this purpose, Multilayer Perceptron (MLP) and Radial Basis Function (RBF) neural networks were used. The results of this research showed that neural network models were efficient in identifying students’ mathematical anxiety. With the purpose of exploring the relationships between the mathematical anxiety and input variables, sensitivity analysis was conducted and reported for the model with the highest overall classification accuracy.

Izvorni jezik
Engleski

Znanstvena područja
Matematika, Informacijske i komunikacijske znanosti



POVEZANOST RADA


Ustanove:
Fakultet za odgojne i obrazovne znanosti, Osijek

Profili:

Avatar Url Ivana Đurđević Babić (autor)


Citiraj ovu publikaciju

Đurđević Babić, Ivana; Milić, Tomislav; Kozić, Ana
Identifying mathematical anxiety with MLP and RBF neural networks // Mathematics education as a science and a profession / Kolar-Begović, Zdenka ; Kolar-Šuper, Ružica ; Jukić Matić, Ljerka (ur.).
Zagreb: Element ; Sveučilište Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku, 2017. str. 250-257
Đurđević Babić, I., Milić, T. & Kozić, A. (2017) Identifying mathematical anxiety with MLP and RBF neural networks. U: Kolar-Begović, Z., Kolar-Šuper, R. & Jukić Matić, L. (ur.) Mathematics education as a science and a profession. Zagreb, Element ; Sveučilište Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku, str. 250-257.
@inbook{inbook, year = {2017}, pages = {250-257}, keywords = {mathematical anxiety, physical activity, neural network, MLP, RBF}, isbn = {978-953-197-592-6}, title = {Identifying mathematical anxiety with MLP and RBF neural networks}, keyword = {mathematical anxiety, physical activity, neural network, MLP, RBF}, publisher = {Element ; Sveu\v{c}ili\v{s}te Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku}, publisherplace = {Zagreb} }
@inbook{inbook, year = {2017}, pages = {250-257}, keywords = {mathematical anxiety, physical activity, neural network, MLP, RBF}, isbn = {978-953-197-592-6}, title = {Identifying mathematical anxiety with MLP and RBF neural networks}, keyword = {mathematical anxiety, physical activity, neural network, MLP, RBF}, publisher = {Element ; Sveu\v{c}ili\v{s}te Josipa Jurja Strossmayera u Osijeku ; Fakultet za odgojne i obrazovne znanosti ; Odjel za matematiku}, publisherplace = {Zagreb} }




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