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Design and Implementation of an Online Learning Behavior Evaluation System Based on Data Mining
2022
Advances in Multimedia
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of designing an online learning behavior evaluation system based on data mining is proposed, and an online learning behavior evaluation system is implemented. ...
In order to study the problem that most of the existing Web-based distance education systems lack the monitoring of the learning process and the evaluation of students' online learning behavior, a method ...
Acknowledgments is work was supported by the Shijiazhuang Institute of Technology. ...
doi:10.1155/2022/4259913
fatcat:vuu2zri7endd3iscnlobixn3by
MOOC Learning Behavior Analysis and Teaching Intelligent Decision Support Method Based on Improved Decision Tree C4.5 Algorithm
2019
International Journal of Emerging Technologies in Learning (iJET)
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Secondly, the decision tree data mining algorithm is introduced in the subsystem of student score analysis and evaluation. ...
to better carry out Massive Open Online Courses (MOOC) teaching evaluation and improve teaching effect, firstly, a teaching decision support system with evaluation function is designed by analyzing the ...
Acknowledgement This work was supported in part by the Dam safety monitoring system for reservoirs based on.net, major project of natural science foundation of education department of Anhui province, project ...
doi:10.3991/ijet.v14i12.10810
fatcat:bgtnujabdjcjvknze5csctctle
Research on the Application of Big Data in the Field of Online Education
2019
DEStech Transactions on Computer Science and Engineering
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, learning analysis and knowledge graph, focusing on the design of a large data model for online education. ...
The goal of this article is to outline the view of the application and to contribute to the development of the online education system with big data. 1 ...
technology in online education, such as education data mining, learning analysis and knowledge graph, focusing on the design of a large data model for online education. ...
doi:10.12783/dtcse/iciti2018/29137
fatcat:lbnrsqvs2vdaxlfkbq6sodo6tu
Design and Implementation of an Intelligent Online English Learning System Based on Mobile Internet Technology
2021
International Journal of Emerging Technologies in Learning (iJET)
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In our study, satisfying students' learning requirements had been taken as the core principle when building the proposed system, and the database design had followed the principles of standardization, ...
To deepen the research of the application of mobile Internet technology in modern education, this paper designed the functional modules of an intelligent online English teaching (IOET) system and implemented ...
Research on the Blended Teaching Model of College English Based on "Productionoriented Approach". ...
doi:10.3991/ijet.v16i24.27835
fatcat:qeunorqa5necrc6alz5kv2oeia
Identification of Influencing Factors for Enhancing Online Learning Usage Model: Evidence from an Indian University
2019
International Journal of Education and Management Engineering
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In this study, data mining techniques were applied on the data collected from the log files of online courses. ...
online assignments along with checking of online contents and posting of messages played an important role in terms of enhancing the academic performance. ...
The WUM process contains three steps: initial processing, data mining and result analysis. ...
doi:10.5815/ijeme.2019.02.02
fatcat:2ado74asyvdbfn6ewmw6msoksq
Application of Data Mining in Web-based Education Platform
2016
Revista de la Facultad de Ingeniería
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This paper discusses the application of data mining on all aspects of the life-long education platform. Firstly, this paper introduces knowledge and common technology of data mining. ...
analysis in the life-long education platform. ...
DESIGN OF INFORMATION ANALYSIS SYSTEM OF LEARNERS
Structure of Information Analysis System of Learners The information analysis system of a learner includes three blocks: data acquisition, statistical ...
doi:10.21311/002.31.6.10
fatcat:pxvxkhfkwne4vfp2ejjrpazpjy
Design of Online Learning Early Warning Model Based on Artificial Intelligence
2022
Wireless Communications and Mobile Computing
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Learning analysis, data mining, and other analysis methods provide effective analysis methods for online learning process and learning effect. ...
When the system is implemented, based on the existing evaluation index system, the online learning early warning model of analytic hierarchy process is introduced to give different evaluation indexes unequal ...
In literature [25] , the realization of online learning early warning platform mainly realizes the system function through the design in the demand analysis stage and coding and gives a brief introduction ...
doi:10.1155/2022/3973665
doaj:3afd2e99eeda485c9909feb328f736f0
fatcat:52fdl66ttzhkfcsup7y2ks7ge4
Analysis of Students' Behavior in English Online Education Based on Data Mining
2021
Mobile Information Systems
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Owing to the continuous application of data mining techniques and the improvement of the online learning system, its application in education is also more and more prevalent. ...
In the face of a large amount of learning data and student behavior data, the traditional methods have the problems of low processing efficiency, more memory requirements, and large prediction error. ...
Sun and Jiang [8] summarized the development and application of several data mining techniques in the English online learning system and put forwarded some challenges in the application of data mining ...
doi:10.1155/2021/1856690
fatcat:rxzwsk6fizahpjffau5yq3gbyu
An Educational Data Mining Model for Supervision of Network Learning Process
2018
International Journal of Emerging Technologies in Learning (iJET)
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To improve the school's teaching plan, optimize the online learning system, and help students achieve better learning outcomes, an educative data mining model for the supervision of the e-learning process ...
The results showed that this method could effectively help teachers judge students' online learning results, understand their online learning status, and improve their online learning process. ...
Therefore, an effective e-learning process governance model is designed. Educational data mining results provide decision support for the supervision and management of the online learning process. ...
doi:10.3991/ijet.v13i11.9599
fatcat:afc7ei6jdfatflehmy4ft2pmxy
ReCa: A Social Relationship Mining Tool in Virtual Learning Environment
2013
International Journal of Emerging Technologies in Learning (iJET)
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This paper provides an introduction to a members' Relationship Calculation Tool (ReCa) of Sakai platform and a brief discussion of its design research process. ...
Learning Management Systems (LMSs) usually gather a range of users' performance log, which can be used in educational data mining in different perspectives, including social relationship exploration. ...
However, in an online course, data mining skills are necessary to analysis system log data. ...
doi:10.3991/ijet.v8i3.2686
fatcat:3nw4k7wcenfcbf6da7p7tgluke
A Mobile Terminal-Based College English Teaching Evaluation Method
2022
Mathematical Problems in Engineering
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The development environment and overall design of the mobile terminal are used to create an evaluation system for English teaching in an Internet of Things environment. ...
In the section on system software design, we mine data from English teaching resources, evaluate students' progress toward English proficiency, and use convolutional neural networks to evaluate the quality ...
and the initial value of the online assessment is obtained through analysis [13, 14] ; and the final value is determined for online assessment. e specific software design process is shown in Figure ...
doi:10.1155/2022/4566802
fatcat:npwubbjfwze2nicbztwdy5je4e
Process Model for Differentiated Instruction using Learning Analytics
2018
South African Computer Journal
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a layered abstraction of online learning design. ...
The model emerged by synthesising steps of a tried-and-tested web analytics process with educational theory, an ethical learning analytics code of practice, principles of adaptive education systems and ...
of online learning design. ...
doi:10.18489/sacj.v30i2.481
fatcat:bsnlvjbeszgqvo4ah34nkqbjhq
Use of Data Mining Technologies in an English Online Test Results Management System
2021
International Journal of Emerging Technologies in Learning (iJET)
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This paper innovatively applies the trajectory data mining technology to the design of an English online process test results management system. ...
Unfortunately, the existing data mining and management strategy for learner scores cannot track the learning process or score change of learners. ...
This paper innovatively applies the trajectory data mining technology to the design of an English online test results management system. ...
doi:10.3991/ijet.v16i09.22743
fatcat:5ayyfb3lureozgu6pmiyyeg6p4
Research on the Early Warning and Intervention of Learning Crisis Based on Smart Classroom
2022
International journal of computer and communication technology
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According to the diagnosis and warning report of learners, the corresponding intervention strategies are carefully designed, and learning analysis and data mining are applied to accurately match the implementation ...
Based on the analysis of the shortcomings of the existing learning early warning and teaching intervention, this study constructs a research framework of online open course learning early warning and intervention ...
Evaluation:
Fig 1 1 Fig 1 Early warning and intervention framework for online open course learning in smart classroom environment 1) Data Acquisition And Processing The data system of online open courses ...
doi:10.47893/ijcct.2022.1429
fatcat:mlgnfaqtgfewfl7n6irzsv4ohq
Research and Realization of Online English Education Learning Results in the Era of Big Data
2022
Advances in Engineering Technology Research
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online learning education in China, discover the latent development rules, and provide effective basis for the optimization of teaching and management process of online academic education. ...
in the era of big data according to the intelligent English education teaching system and the overall teaching content, thus putting forward effective measures to optimize the English learning level of ...
design of network learning process and management process. ...
doi:10.56028/aetr.1.2.263
fatcat:ektdnusmwfce3nuiht7nrb7pgm
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