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Title: :  Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach
PaperId: :  17820
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 4 2022
DUI:    16.0415/IJARIIE-17820
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr. Shyamrao V. GumasteMET BKC IOE,Adgaon, Nashik
Ms. Vandana PawarMET BKC IOE,Adgaon, Nashik

Abstract

Computer Engineering
Curriculum evaluation, review mining, text classification, emotion analysis.
The amount of information available online is become harder to keep up with, which has increased information overload. Recommender systems have been developed to address this problem and can offer users learning resources depending on their interests. Students from MOOCs frequently discuss their educational experiences and other course-related topics in the discussion section. These comments can be an indication of how students feel about taking online classes. However, the semantic information tucked away in these comments might assist teachers in improving the appeal of their courses and assist other students in choosing better courses. There hasn't been much research done lately on using review mining to evaluate courses. An assessment method is developed using MOOC reviews for curriculum from diverse disciplines. A topic-word distribution matrix and a comment-topic distribution matrix are produced using the Latent Dirichlet Allocation (LDA) technique. A LSTM classification model and an auto-encoder are used to determine each subject's emotional value. We develop a comprehensive technique for assessing courses on a range of topics by combining subjective and objective evaluations.

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IJARIIE Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. "Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 4 2022 Page 1078-1083
MLA Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. "Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach." International Journal Of Advance Research And Innovative Ideas In Education 8.4(2022) : 1078-1083.
APA Dr. Shyamrao V. Gumaste, & Ms. Vandana Pawar. (2022). Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach. International Journal Of Advance Research And Innovative Ideas In Education, 8(4), 1078-1083.
Chicago Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. "Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 4 (2022) : 1078-1083.
Oxford Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. 'Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 4, 2022, p. 1078-1083. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Reviews_Evaluation_for_Online_Courses__A_Deep_Learning_Technique___Approach_ijariie17820.pdf (Accessed : ).
Harvard Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. (2022) 'Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach', International Journal Of Advance Research And Innovative Ideas In Education, 8(4), pp. 1078-1083IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Reviews_Evaluation_for_Online_Courses__A_Deep_Learning_Technique___Approach_ijariie17820.pdf (Accessed : )
IEEE Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar, "Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 4, pp. 1078-1083, Jul-Aug 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/Reviews_Evaluation_for_Online_Courses__A_Deep_Learning_Technique___Approach_ijariie17820.pdf [Accessed : ].
Turabian Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. "Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 4 ().
Vancouver Dr. Shyamrao V. Gumaste, and Ms. Vandana Pawar. Reviews Evaluation for Online Courses: A Deep Learning Technique / Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : ]; 8(4) : 1078-1083. Available from: https://ijariie.com/AdminUploadPdf/Reviews_Evaluation_for_Online_Courses__A_Deep_Learning_Technique___Approach_ijariie17820.pdf
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