application of data mining in education

application of data mining in education

(PDF) Data Mining in Education - ResearchGate

2016-6-1  The application of various data mining (DM) tools and techniques in extracting useful information that are potentially valuable and significant is a trend in the

More

Application of data mining in educational databases for ...

2012-1-5  Data mining is a process of identifying and extracting hidden patterns and information from databases and data warehouses. There are various algorithms and tools available for this purpose. Data mining has a vast range of applications ranging from business to medicine to engineering. In this paper, we discuss the application of data mining in education for student profiling and grouping. We ...

More

Applications of Data Mining in Higher Education

2016-12-17  data mining techniques in higher education. Keywords: ERP, Decision Support, Data Warehousing, OLAP, Data Mining, Applications in Higher education. 1. Introduction Higher education institutions are interested in predicting the paths of students and alumni, thus identifying which students will join particular course programs and which

More

Application of Data Mining Technology in Pedagogy ...

2021-10-12  At present, the application of data mining technology in finance, communication, transportation and other fields is more and more, but the application in the field of education is relatively less. In view of this situation, in the traditional analysis method, data mining algorithm is used to analyze and study the related applications of pedagogy.

More

Data mining techniques applied in educational

2018-8-29  Educational Data Mining are traditional Education and Computer-based Education. Each one of these two environments provide data from different sources that must be pre-processed in particular ways depending on the nature of each of them, the problems and the specific tasks to be solved. Data mining techniques applied in educational environments ...

More

[PDF] Data mining in education Semantic Scholar

Key milestones and the current state of affairs in the field of EDM are reviewed, together with specific applications, tools, and future insights. Applying data mining (DM) in education is an emerging interdisciplinary research field also known as educational data mining (EDM). It is concerned with developing methods for exploring the unique types of data that come from educational environments.

More

APPLICATION OF BIG DATA IN EDUCATION DATA

2019-7-30  KATRINA SIN AND LOGANATHAN MUTHU: APPLICATION OF BIG DATA IN EDUCATION DATA MINING AND LEARNING ANALYTICS – A LITERATURE REVIEW. 1036 of the data may consume a lot of time and resources. To overcome this, scaled out architectures are used to process the data in a distributed manner. Data are split into smaller pieces

More

APPLICATION OF BIG DATA IN EDUCATION DATA MINING

This has resulted in the penetration of Big Data technologies and tools into education, to process the large amount of data involved. This study looks into the recent applications of Big Data technologies in education and presents a review of literature available on Educational Data Mining and Learning Analytics. Keywords.

More

PREDICTING DROPOUT STUDENT: AN APPLICATION OF

2017-4-13  understandable patterns in data (Fayyad et al., 1996). The use of data mining in education has grown in recent years for several reasons: a considerable increase in the amount of data, technological advances in computer sciences, and well-developed of tools for analyses (Barker Siemens, in press). Data mining includes several types of tasks.

More

Vol. 7, No. 6, 2016 Data Mining in Education

2018-12-15  III. EDUCATIONAL DATA MINING Educational data mining is an emerging discipline, con-cerned with developing methods for exploring the unique types of data that come from educational settings and using those methods to better understand students and the settings which they learn in [3]. Different from data mining methods, EDM,

More

Educational Data Mining Applications and Techniques

2020-4-30  application and identifies the most effective techniques, while Section V concludes this research considering some thoughts for future work. II. RELATED WORK Several investigations have been carried out regarding Educational Data Mining (EDM) applications and techniques in academic environments, demonstrating the importance of EDM for ...

More

Application of Data Mining Technology in Pedagogy ...

2021-10-12  At present, the application of data mining technology in finance, communication, transportation and other fields is more and more, but the application in the field of education is relatively less. In view of this situation, in the traditional analysis method, data mining algorithm is used to analyze and study the related applications of pedagogy.

More

Data mining techniques applied in educational

2018-8-29  Educational Data Mining are traditional Education and Computer-based Education. Each one of these two environments provide data from different sources that must be pre-processed in particular ways depending on the nature of each of them, the problems and the specific tasks to be solved. Data mining techniques applied in educational environments ...

More

EDUCATIONAL DATA MINING APPLICATIONS - Airccse

2014-8-23  Education institutions are beginning to use data mining techniques for improving the services they provide and for increasing student grades and retention. This paper presents broad areas of applications in which educational data mining can be applied to e-learning. The application areas discussed in this paper are: 1) User modelling

More

(PDF) ROLE OF DATA MINING IN EDUCATION SECTOR

Application of data mining in education sector is an emerging trend in the global competitive business. Understanding the data mining terms, tasks, techniques and application are foundation of developing data mining in education sector. Therefore, there is a need to study the role of data mining in education sector.

More

APPLICATION OF BIG DATA IN EDUCATION DATA

2019-7-30  KATRINA SIN AND LOGANATHAN MUTHU: APPLICATION OF BIG DATA IN EDUCATION DATA MINING AND LEARNING ANALYTICS – A LITERATURE REVIEW. 1036 of the data may consume a lot of time and resources. To overcome this, scaled out architectures are used to process the data in a distributed manner. Data are split into smaller pieces

More

PREDICTING DROPOUT STUDENT: AN APPLICATION OF

2017-4-13  understandable patterns in data (Fayyad et al., 1996). The use of data mining in education has grown in recent years for several reasons: a considerable increase in the amount of data, technological advances in computer sciences, and well-developed of tools for analyses (Barker Siemens, in press). Data mining includes several types of tasks.

More

Application of Data Mining in MOOCs for Developing ...

2017-12-25  Data mining is the process of discovering “hidden messages,” patterns and knowledge within large amounts of data and making predictions for outcomes or behaviors [5]. The main data mining techniques used to analyze educational data consists of cluster analysis, association analysis, regression analysis, etc. [6].

More

Application of Data Mining in the Colleges’ in-Class ...

2015-5-25  Application of Data Mining in the Colleges’ in-Class Teaching Quality Evaluation System . Aifeng Li*, Kui Liu, Zhiyou Ge Network Modern Education Technique Center, Guangzhou University, Guangzhou 510006, P.R.China.

More

ROLE OF DATA MINING IN EDUCATION SECTOR

Examining the rol e f data mining in an education sector lays emphasis on application of data mining that contribs to offer competitive courses and improve their business. Universities either public or private and its colleges enroll thousands of students into var ious courses or programs every year. They collect inform ation from students at the time of admissions and s tore the same in ...

More

Educational Data Mining Applications and Techniques

2020-4-30  application and identifies the most effective techniques, while Section V concludes this research considering some thoughts for future work. II. RELATED WORK Several investigations have been carried out regarding Educational Data Mining (EDM) applications and techniques in academic environments, demonstrating the importance of EDM for ...

More

Application of Data Mining Technology in Pedagogy ...

2021-10-12  At present, the application of data mining technology in finance, communication, transportation and other fields is more and more, but the application in the field of education is relatively less. In view of this situation, in the traditional analysis method, data mining algorithm is used to analyze and study the related applications of pedagogy.

More

Data mining and its applications in the education sector

Data Mining Technology (DMT) is a robust technology that can help organizations to make optimal informed decisions-instead of guesswork decisions [1], in addressing contemporary challenges facing higher education. Although data mining technology is progressing, its use leaves much to be desired. its adoption and implementation is expensive and ...

More

Application of Web Data Mining in On-Line Education ...

On-line education, as a new teaching method, introduces Web data mining into on-line education to develop intelligentized and individual construction of resource library and on-line education. Web data mining technology can help to find out education laws and modes to meet different students’ individuation, reaching Network level teaching and improving Network teaching quality.

More

Application of Data Mining in the Assessment of Teaching ...

2013-12-6  Qu H., Li X. (2014) Application of Data Mining in the Assessment of Teaching Quality. In: Li S., Jin Q., Jiang X., Park J. (eds) Frontier and Future Development of Information Technology in Medicine and Education.

More

Application of Data Mining in the Colleges’ in-Class ...

2015-5-25  Application of Data Mining in the Colleges’ in-Class Teaching Quality Evaluation System . Aifeng Li*, Kui Liu, Zhiyou Ge Network Modern Education Technique Center, Guangzhou University, Guangzhou 510006, P.R.China.

More

Data Mining in Higher Education - IntechOpen

2018-9-25  Educational Data Mining (EDM) is define d as the process used for transforming raw data compiled by education systems in useful information that could be used by the lecturers to take corrective ac tions and answer research questions (Heiner et al., 2006). EDM is the application of data mining in the educational field, with the main

More

Educational Data Mining Application for Estimating ...

2017-12-3  Educational data mining (EDM) is a multi-disciplinary research area that examines artificial intelligence, statistical modeling and data mining with the data generated from an educational institution. EDM utilizes computational ways to deal with explicate educational information keeping in mind the end goal to examine educational inquiries.

More

Application of Visual Data Mining in Higher-Education ...

2009-3-8  Application of Visual Data Mining in Higher-Education Evaluation System Abstract: In this paper, we design a Visual Data Mining (VDM) model by combing visualization technology and data mining algorithm and apply it in the higher-education evaluation system. It provides a visual environment for users to participate each step of evaluation.

More

Application of Visual Data Mining in Higher-Education ...

In this paper, we design a Visual Data Mining (VDM) model by combing visualization technology and data mining algorithm and apply it in the higher-education evaluation system. It provides a visual environment for users to participate each step of evaluation. Besides, some hidden information also be mined in a visual way by the mining function of the system and that would be helpful to instruct ...

More