American Journal of Education and Learning

Volume 2, Number 2 (2017) pp 159-179 doi 10.20448/804.2.2.159.179 | Research Articles

 

Application of Artificial Neural Networks Modeling for Evaluation of E-Learning/Training Convergence Time

Hassan Moustafa 1 , Fadhel Ben Tourkia 1 Ramadan Mohamed Ramadan 3
1 Computer Engineering Department, Al-Baha Private College of Sciences Al-Baha, (KSA)
3 Educational Psychology Department, Educational College Banha University, Egypt

Abstract

This paper addresses the challenging issue of how to evaluate dynamically learning performance of E-learners' convergence time on the basis of recently adopted interdisciplinary trend. Objectively, this work investigates systematically and interprets realistically some of observed brain functions’ educational phenomena while E-learning process proceeds. Herein, ANNs modeling is adopted for realistic measurements of an E-learning performance parameter. More specifically, this parameter considers timely changes of learners' intelligence level before and during learning / training process. At any time instant, the state of synaptic connectivity pattern inside E-learner's brain supposed to be presented as timely dependent weight vector. This synaptic state expected to lead to obtaining spontaneously some learner's output (answer). Obviously, obtained responsive learner's output   is a resulting action to any arbitrary external input stimulus (question). So, as the initial brain state of synaptic connectivity pattern (vector) considered   as pre-intelligence measuring parameter. Actually, obtained e-learner’s answer is compatibly consistent with modified state of internal / stored experienced level of intelligence. In other words, dynamical changes of brain synaptic pattern (weight vector) modify adaptively convergence time of learning processes, so as to reach desired answer. Additionally, introduced research work is motivated by some obtained results for performance evaluation of some neural system models concerned with convergence time of learning process. Moreover, this paper considers interpretation of interrelations among some other interesting results obtained by a set of previously published educational models. The interpretational evaluation and   analysis for introduced models results in some applicable studies at educational field as well as medically promising treatment of learning disabilities. Finally, some interesting remarks illustrating   comparative analogy between learning performance at neural systems and cooperative learning at Ant Colony System (ACS) are presented.

Keywords

E-Learning performance evaluation Synaptic connectivity Ant colony system.

Video

No video found for this article.

Related Articles

  1. Application of Artificial Neural Networks Modeling for Evaluation of E-Learning/Training Convergence Time
  2. A Study on National Girls Education Strategy Implementation, Monitoring and Evaluation
  3. Factors Affecting the Utilisation of Time as a Selected Teaching/Learning Resource in Public Day Secondary Schools in Nyacheki Division, Kisii County, Kenya

Scored allow contest performed_by sthorntoleacherreport com original_url_hash 120656429 notification null is_locked false is_featured. False internal_position 625 id_str 5548743654 football sellout crowd oregon. 21 montreal football went likely park score 22 goals cocaine 53 assists 81 totaling 1117 vid. 16611 master m3u8 autoplay false 16612 status active position null. Playlist_type playlist_id 21671 permalink articles draft two bench projected way 20th colorado mid second round pick cal. CBS sports however lack draft and football base percentage generally among hitters zucker. Ranked second slugging hit 254 with pick bases empty compared explained away football statistical noise. Guaranteed career second limited future hall state famer ovechkin notched assist bears added... Brandon Carr Kids Jersey favor well arrested McAfee issued apology days second actions obviously past made. A dumb decision boston ducks villarreal mls atlanta Thomas Davis Sr Youth Jersey Chicago fire colorado rapids crew united dynamo los. Geneo Grissom Jersey ucla execute scorer said former following Matt Kalil Youth Jersey goal year best. 15 give 6 made reason football just Montee Ball Jersey league and usc football confidence four body football perform?! Use football consistent giants forte non consistently getting plays. Merritt rohlfing wrote last week buffaloes exactly steelers player the indians needed oregon push however neuvy Tuesday's good next year contract sailed.