Development of a Data Mining Education Framework for Data Visualization in Distance Learning Environments

نویسندگان

  • Angelo F. Dias
  • Alexandre M. A. Maciel
  • Rodrigo L. Rodrigues
چکیده

With the increasing interest in developing Learning Analytics tools that can be integrated into the well-known Moodle course management systems nowadays, many tools have already been developed. These tools usually requires the user to know data mining techniques, and also requires time to get mining results from the tools. To address this problem, in this article, we present a structure that uses pre-built data mining through Shiny to quickly obtain results with a focus on visualizing data with graphs, and thus allows the integration of other research, called FMDEV. Guided by the proposed framework, a tool was developed for display the data mining results in a few clicks for Moodle users who wish to have them for day-to-day use and allows users with more experience in data mining to integrate new research. Finally, we used FMDEV tool to generate some experimental results using a set of real-life sample data from undergraduate students. Moodle; Distance Learning; Framework; Educational Data Mining; tools.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The Intellectual Structure of Knowledge in the Field of Distance Education Using the Co-Word analyses

Background: Co- word analysis is one of the content analysis methods used in scientometric studies and mapping the scientific structure of various fields. The purpose of the present research is to map the structure of distance education using the co-word analysis. Methods: The research method is content analysis using co- word analysis. The research population are 31607 documents indexed in the...

متن کامل

Prediction of Student Learning Styles using Data Mining Techniques

This paper focuses on the prediction of student learning styles using data mining techniques within their institutions. This prediction was aimed at finding out how different learning styles are achieved within learning environments which are specifically influenced by already existing factors. These learning styles, have been affected by different factors that are mainly engraved and found wit...

متن کامل

e-learning Utilization Based on the Problem-Solving Approach

Introduction & Objective: Paying attention to the process and approaches to the problem solving from the view of the e-learning courses designers, will improve the aspects of development. The problem-based learning provides the discovery structure and helps the students to internalize their learning. Therefore, the purpose of this study is to investigate the factors that lead to more utili...

متن کامل

compare the effectiveness of teaching strategy learning and visualization and self-regulation training on student problem solving skills

Background and Aim: The purpose of this study was to compare the effectiveness of teaching strategy learning and visualization and self-regulation training on student problem solving skills. Materials and Methods: The present research was experimental. The research population consisted of all 7th grade students in Tehran during the academic year 1397-1396. Using multi-stage cluster sampling, 12...

متن کامل

Application of Data Mining in Personalized Remote Distance Education Web System

This paper used web log mining technology for different users to take a different service policy and provide different and individualized services . Also the paper used basic theory of application of web data mining for remote education process in the distance education. After analysing systematic framework of distance education, the paper proposed web data mining application model in remote ed...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017