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Journal Articles

Customer Segmentation and Need Analysis Based on Sentiment Network of Online Reviewers and Graph Embedding

Mengyuan Shen, Bohan Feng, Aoxiang Cheng, Youyi Bi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2025, 147(4): 041706.
Paper No: MD-24-1461
https://doi.org/10.1115/1.4067226
Published Online: December 13, 2024
... in the Journal of Mechanical Design. 02 07 2024 27 10 2024 07 11 2024 13 12 2024 Graphical Abstract Figure customer segmentation online review social network graph embedding sentiment analysis data-driven design design for market systems National Natural...
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Topics: Construction, Image segmentation, Vehicles, Design
Journal Articles

An Automated Data-Driven Approach for Product Design Strategies to Respond to Market Disruption Following COVID-19

Seyoung Park, Kangcheng Lin, Junegak Joung, Harrison Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2025, 147(3): 031402.
Paper No: MD-24-1210
https://doi.org/10.1115/1.4066684
Published Online: October 18, 2024
... by the Design Theory and Methodology Committee of ASME for publication in the J ournal of M echanical D esign . 02 04 2024 05 09 2024 12 09 2024 18 10 2024 COVID-19 online reviews customer preference elicitation sentiment analysis interpretable machine learning While...
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Topics: Batteries, Laptop computers, Pandemics, Preferences, Product design
Journal Articles

Evaluation of Students’ Learning Through Reflection on Doing Based on Sentiment Analysis

Yupeng Wu, Zhenjun Ming, Janet K. Allen, Farrokh Mistree
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 032301.
Paper No: MD-22-1360
https://doi.org/10.1115/1.4056495
Published Online: January 17, 2023
...—Learning—Value). Between 2019 and 2021, we collected about 10,000 take-aways and learning statements from almost 400 students. In this paper, we address the question from the perspective of students’ feelings and use dictionary-based sentiment analysis to evaluate students’ subjective feelings toward what...
View Article titled, Evaluation of Students’ Learning Through Reflection on Doing Based on <span class="search-highlight">Sentiment</span> <span class="search-highlight">Analysis</span>
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Topics: Students