Integration of Neural Network Algorithm in Adaptive Learning Management System

被引：3

作者：

Lagman, Ace C. ^{[1
]}

Alcober, Geliza Marie I. ^{[1
]}

Fernando, Ma Corazon G. ^{[1
]}

Goh, Marie Luvett I. ^{[1
]}

Lalata, Jay-ar P. ^{[1
]}

Ortega, John Heland Jasper C. ^{[1
]}

Perez, Maria Rona L. ^{[1
]}

Solomo, Maria Vicky S. ^{[1
]}

Claour, Julius P. ^{[1
]}

机构：

[1] FEU Inst Technol, Manila, Metro Manila, Philippines

来源：

PROCEEDINGS OF 2020 3RD INTERNATIONAL CONFERENCE ON ROBOT SYSTEMS AND APPLICATIONS, ICRSA2020 | 2020年

关键词：

Neural Network; Machine Learning; Adaptive Learning Management System; E-Learning;

D O I：

10.1145/3402597.3402613

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

The study aims to integrate neural network algorithm that predicts students' vulnerability of not having graduation on time to an adaptive learning management system. Neural network is one of the popular machine learning techniques because of its learning algorithm. The learning algorithm is focused on updating weights of the edges in order to produce minimal mean squared error between actual and predicted values. The integration of this platform could lead to much efficient learning management system as LMS is mainly driven to provide individualized and personalized learning tailored to specific requirements and learning preferences. The neural network algorithm is designed to classify students with learning difficulty so that administrators can formulate remediation and academic support policies.

引用

页码：82 / 87

页数：6

共 50 条

[1] An adaptive learning algorithm for a wavelet neural network
Bodyanskiy, Y
Lamonova, N
Pliss, I
Vynokurova, O
[J]. EXPERT SYSTEMS, 2005, 22 (05) : 235 - 240
[2] Implementation of self-adaptive system using the algorithm of neural network learning gain
Lee, Seong-Su
Kim, Yong-Wook
Oh, Hun
Park, Wal-Seo
[J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2008, 6 (03) : 453 - 459
[3] Neural network indirect adaptive control with fast learning algorithm
Jeon, GJ
Lee, I
[J]. NEUROCOMPUTING, 1996, 13 (2-4) : 185 - 199
[4] Multiscale BiLinear Recurrent Neural Network with an adaptive learning algorithm
Min, Byung-Jae
Tran, Chung Nguyen
Park, Dong-Chul
[J]. ADVANCES IN NATURAL COMPUTATION, PT 1, 2006, 4221 : 497 - 506
[5] An efficient adaptive routing algorithm for a network management system
Srikanthan, T
Hura, GS
[J]. COMPUTER COMMUNICATIONS, 1997, 20 (11) : 988 - 998
[6] A Novel Adaptive Learning Rate Algorithm for Convolutional Neural Network Training
Georgakopoulos, S., V
Plagianakos, V. P.
[J]. ENGINEERING APPLICATIONS OF NEURAL NETWORKS, EANN 2017, 2017, 744 : 327 - 336
[7] A distributed neural network learning algorithm for network intrusion detection system
Liu, Yanheng
Tian, Daxin
Yu, Xuegang
Wang, Jian
[J]. NEURAL INFORMATION PROCESSING, PT 3, PROCEEDINGS, 2006, 4234 : 201 - 208
[8] An Adaptive Learning Algorithm for Supervised Neural Network with Contour Preserving Classification
Fuangkhon, Piyabute
Tanprasert, Thitipong
[J]. ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PROCEEDINGS, 2009, 5855 : 389 - 398
[9] Convergence of hybrid algorithm with adaptive learning parameter for multilayer neural network
Damak, Fadwa
Ben Nasr, Mounir
Chtourou, Mohamed
[J]. WORLD CONGRESS ON COMPUTER & INFORMATION TECHNOLOGY (WCCIT 2013), 2013,
[10] An adaptive algorithm of Universal Learning Network for time delay system
Han, B
Han, M
[J]. PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 1739 - 1744

← 1 2 3 4 5 →