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Journal Articles

ADVISE: Accelerating the Creation of Evidence Syntheses for Global Development Using Natural Language Processing-Supported Human-Artificial Intelligence Collaboration

Kristen M. Edwards, Binyang Song, Jaron Porciello, Mark Engelbert, Carolyn Huang, Faez Ahmed
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051404.
Paper No: MD-23-1510
https://doi.org/10.1115/1.4064245
Published Online: February 5, 2024
View Article titled, ADVISE: Accelerating the Creation of Evidence Syntheses for Global Development Using Natural Language Processing-Supported Human-Artificial Intelligence Collaboration
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Topics: Design, Engineering standards, Teams, Natural language processing
Journal Articles

Using AI-Enabled Divergence and Convergence Patterns as a Quantitative Artifact in Design Education

Matt Chiu, Wang Lin Sim, Nigel Mun, Arlindo Silva
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 032301.
Paper No: MD-23-1261
https://doi.org/10.1115/1.4064262
Published Online: January 29, 2024
View Article titled, Using AI-Enabled Divergence and Convergence Patterns as a Quantitative Artifact in Design Education
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Topics: Design, Design education, Students, Visualization, Engineering teachers, Education, Natural language processing
Journal Articles

Deep Neural Networks in Natural Language Processing for Classifying Requirements by Origin and Functionality: An Application of BERT in System Requirements

Jesse Mullis, Cheng Chen, Beshoy Morkos, Scott Ferguson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041401.
Paper No: MD-23-1429
https://doi.org/10.1115/1.4063764
Published Online: November 13, 2023
View Article titled, Deep Neural Networks in Natural Language Processing for Classifying Requirements by Origin and Functionality: An Application of BERT in System Requirements
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Topics: Design, Natural language processing, Artificial neural networks, Semantics
Journal Articles

Attribute-Sentiment-Guided Summarization of User Opinions From Online Reviews

Yi Han, Gaurav Nanda, Mohsen Moghaddam
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041402.
Paper No: MD-22-1296
https://doi.org/10.1115/1.4055736
Published Online: December 9, 2022
View Article titled, Attribute-Sentiment-Guided Summarization of User Opinions From Online Reviews
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Topics: Durability, E-commerce, Entropy, Natural language processing, Product design, Product development, Stability, User-centered design, Design, Absorption
Journal Articles

Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. May 2022, 144(5): 054501.
Paper No: MD-21-1257
https://doi.org/10.1115/1.4052904
Published Online: December 6, 2021
View Article titled, Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data
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Topics: Batteries, Design, Feature extraction, Fingerprints, Noise (Sound), Preferences, Product design, Security, Storage, Natural language processing
Journal Articles

Eliciting Attribute-Level User Needs From Online Reviews With Deep Language Models and Information Extraction

Yi Han, Mohsen Moghaddam
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2021, 143(6): 061403.
Paper No: MD-20-1442
https://doi.org/10.1115/1.4048819
Published Online: November 20, 2020
View Article titled, Eliciting Attribute-Level User Needs From Online Reviews With Deep Language Models and Information Extraction
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Topics: Design, E-commerce, Natural language processing, Algorithms, Preferences, Product design, Weight (Mass), Machinery
Journal Articles

Extracting Customer Perceptions of Product Sustainability From Online Reviews

Nasreddine El Dehaibi, Noah D. Goodman, Erin F. MacDonald
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121103.
Paper No: MD-19-1170
https://doi.org/10.1115/1.4044522
Published Online: October 3, 2019
View Article titled, Extracting Customer Perceptions of Product Sustainability From Online Reviews
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Topics: Sustainability, Design, Natural language processing
Journal Articles

Mining and Representing the Concept Space of Existing Ideas for Directed Ideation

Yuejun He, Bradley Camburn, Haowen Liu, Jianxi Luo, Maria Yang, Kristin Wood
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121101.
Paper No: MD-19-1172
https://doi.org/10.1115/1.4044399
Published Online: September 27, 2019
View Article titled, Mining and Representing the Concept Space of Existing Ideas for Directed Ideation
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Topics: Computers, Design, Natural language processing, Transportation systems, Creativity, Mining
Journal Articles

A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews

Dedy Suryadi, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111103.
Paper No: MD-18-1788
https://doi.org/10.1115/1.4044198
Published Online: September 25, 2019
View Article titled, A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews
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Topics: Laptop computers, Performance evaluation, Probability, Preferences, Natural language processing, Engineering design, Disks
Journal Articles

Mining Changes in User Expectation Over Time From Online Reviews

Tianjun Hou, Bernard Yannou, Yann Leroy, Emilie Poirson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. September 2019, 141(9): 091102.
Paper No: MD-18-1734
https://doi.org/10.1115/1.4042793
Published Online: April 18, 2019
View Article titled, Mining Changes in User Expectation Over Time From Online Reviews
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Topics: Design, Flow (Dynamics), Mining, Natural language processing, Preferences, Product design, Arches