Performance Analysis Of Educational Data Mining (Edm) And Sentiment Analysis
Author(s)
Shilpa Krishna, Angeline Prasanna .G
Published Date
September 12, 2024
DOI
your-doi-here
Volume / Issue
Vol. 16 / Issue 5
Abstract
The goal of EDM is to create new tools and algorithms for detecting patterns in data. To analyse data acquired during teaching and learning, EDM examines ideas and applies tools from statistics, machine learning, and data mining. EDM is a research project that tests learning theories and has an impact on educational practise. EDM is becoming more popular as a research topic because of a number of computational and psychological tools and research methodologies for determining how children learn. Intelligent tutoring systems, simulations, and games are just a few of the new computer-assisted interactive learning methods and tools that have opened up new opportunities for collecting and analysing student data, identifying patterns and trends in that data, and making new discoveries and testing hypotheses about how students learn. Data from online learning systems can be aggregated across a large number of students and contain a big number of parameters for model construction that can be studied by data mining techniques. It is useful in a variety of sectors, including management and the social sciences, as well as education, where student feedback is crucial for determining the success of learning aids. Many students have been drawn to online learning portals that provide free courses by educational institutions. Each year, thousands of students enrol in these enormous online courses and score their happiness with the material and instructional quality. Additionally, to improve the quality of training, convey positive or negative thoughts in blogs. This study takes a broad look of EDM as a whole, with sentiment Analysis (SA) as a starting point. For the performance research, a paper from a number of regular. publications was employed.
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