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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:IJSREM51353

PRODUCT REVIEW EMOTION ANALYZER USING BILSTM WITH FACTOR MAPPING AND MATPLOTLIB VISUALIZATION

Stream/Area:

-

Subject:

-

Paper ID:

IJSREM51353

Volume:

9 |

7 |

Jul 2025

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
Digital Object Identifier
10.55041/IJSREM51353

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

API

ARCHANA P I

AJ

AKSA JOSE

AS

AADHITH SUBHASH

AK

AKSHAY K

DPK

DINSHA P K

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Abstract

Customer opinion analysis is paramount for design of products and user experience enhancement. The present paper proposes a Bidirectional Long Short-Term Memory (BILSTM)-driven method for customer review analysis based on extracting happiness, sadness and neutral opinions. Unlike general sentiment analysis, users manually specify the product attributes like aesthetics, ergonomics or usability, which leads to enhanced emotion-to design mapping .Trained on a labelled dataset, the BILSTM model achieves more than 95% accurate emotion classification by capturing complex linguistic patterns. An interactive Matplotlib based plot facilitates result interpretation, allowing users to examine sentiment trends and draw actionable conclusions. This system enables a data-driven product design by linking emotional feedback with particular attributes, closing the loop between sentiment analysis and product development.

KEYWORDS

Emotion Recognition BILSTM Emotion Analysis Product Design Customer Feedback Matplotlib Visualization Product Development

Cite This Article

ARCHANA P I, AKSA JOSE, AADHITH SUBHASH, AKSHAY K, DINSHA P K, "PRODUCT REVIEW EMOTION ANALYZER USING BILSTM WITH FACTOR MAPPING AND MATPLOTLIB VISUALIZATION," International Journal of Scientific Research in Engineering and Management, vol. 9, no. 7, Jul 2025. https://doi.org/10.55041/IJSREM51353

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Publication Date

7/14/2025

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Double-Blind Peer Review

Review Rounds: 2

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2

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5

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Conflict of Interest

The authors declare no conflict of interest related to this research work.

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No funding information available for this research.

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