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Call for Papers:Vol.11 Issue.4

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Title: :  EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS
PaperId: :  21186
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 4 2023
DUI:    16.0415/IJARIIE-21186
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MONICA RAMC ENGINEERING COLLEGE
Dr. Charles Arockiaraj MAMC ENGINEERING COLLEGE

Abstract

COMPUTER SCIENCE
JAVA ,HTML,CSS
Mining opinion targets and opinion words from online reviews are critical tasks for fine-grained opinion mining. The fundamental component of this process is finding relationships between words that express opinions. In this work, we propose a unique technique based on the partially supervised alignment model, which treats the detection of opinion relations as an alignment process. We then utilize a graph-based co-ranking technique to estimate the confidence of each candidate. Finally, we identify the candidates with the highest confidence as opinion targets or opinion words. Our approach allows for more precise capture of opinion relations compared to previous techniques based on nearest neighbor principles, particularly for long-span connections. When dealing with informal online documents, our word alignment approach effectively mitigates the negative impact of parsing mistakes, unlike syntax-based solutions. By incorporating partial supervision, our suggested model outperforms typical unsupervised alignment models in terms of precision. Furthermore, in our graph-based co-ranking approach, while assessing candidate confidence, we penalize higher-degree vertices to reduce the likelihood of creating mistakes. Through experiments conducted on three corpora of varying sizes and languages, we have demonstrated that our method outperforms state-of-the-art approaches

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IJARIIE MONICA R, and Dr. Charles Arockiaraj M. "EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 4 2023 Page 1061-1065
MLA MONICA R, and Dr. Charles Arockiaraj M. "EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS." International Journal Of Advance Research And Innovative Ideas In Education 9.4(2023) : 1061-1065.
APA MONICA R, & Dr. Charles Arockiaraj M. (2023). EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS. International Journal Of Advance Research And Innovative Ideas In Education, 9(4), 1061-1065.
Chicago MONICA R, and Dr. Charles Arockiaraj M. "EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 4 (2023) : 1061-1065.
Oxford MONICA R, and Dr. Charles Arockiaraj M. 'EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, 2023, p. 1061-1065. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/EXPLORATION_OF_AN_ONLINE_PRODUCT_EVALUATION_SYSTEM_UTILIZING_RATINGS_AND_REVIEW_COMMENTS_ijariie21186.pdf (Accessed : 24 May 2024).
Harvard MONICA R, and Dr. Charles Arockiaraj M. (2023) 'EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS', International Journal Of Advance Research And Innovative Ideas In Education, 9(4), pp. 1061-1065IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/EXPLORATION_OF_AN_ONLINE_PRODUCT_EVALUATION_SYSTEM_UTILIZING_RATINGS_AND_REVIEW_COMMENTS_ijariie21186.pdf (Accessed : 24 May 2024)
IEEE MONICA R, and Dr. Charles Arockiaraj M, "EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, pp. 1061-1065, Jul-Aug 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/EXPLORATION_OF_AN_ONLINE_PRODUCT_EVALUATION_SYSTEM_UTILIZING_RATINGS_AND_REVIEW_COMMENTS_ijariie21186.pdf [Accessed : 24 May 2024].
Turabian MONICA R, and Dr. Charles Arockiaraj M. "EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 4 (24 May 2024).
Vancouver MONICA R, and Dr. Charles Arockiaraj M. EXPLORATION OF AN ONLINE PRODUCT EVALUATION SYSTEM UTILIZING RATINGS AND REVIEW COMMENTS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 24 May 2024]; 9(4) : 1061-1065. Available from: https://ijariie.com/AdminUploadPdf/EXPLORATION_OF_AN_ONLINE_PRODUCT_EVALUATION_SYSTEM_UTILIZING_RATINGS_AND_REVIEW_COMMENTS_ijariie21186.pdf
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