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Journal Articles

Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies

Yinshuang Xiao, Yaxin Cui, Johan Koskinen, Noshir Contractor, Wei Chen, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021702.
Paper No: MD-24-1205
https://doi.org/10.1115/1.4066426
Published Online: September 23, 2024
View Article titled, Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies
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Topics: Design, Optimization, Design methodology
Journal Articles

Network Analysis of Two-Stage Customer Decisions with Preference-Guided Market Segmentation

Accepted Manuscript
Yaxin Cui, Zhuoxin Sun, Yinshuang Xiao, Zhenghui Sha, Johan Koskinen, Noshir Contractor, Wei Chen
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng.
Paper No: JCISE-24-1040
https://doi.org/10.1115/1.4066420
Published Online: September 2, 2024
View Article titled, Network Analysis of Two-Stage Customer Decisions with Preference-Guided Market Segmentation
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Topics: Image segmentation, Network analysis, Preferences, Decision making, Modeling, Product design, Design, Systems engineering, Vacuum
Proceedings Papers

Evolutionary Co-Mention Network Analysis via Social Media Mining

Phillip A. O. Gavino, Yinshuang Xiao, Yaxin Cui, Wei Chen, Zhenghui Sha
Proc. ASME. IDETC-CIE2023, Volume 3A: 49th Design Automation Conference (DAC), V03AT03A045, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-115114
https://doi.org/10.1115/DETC2023-115114
View Paper titled, Evolutionary Co-Mention Network Analysis via Social Media Mining
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Topics: Mining, Network analysis
Journal Articles

Product Competition Prediction in Engineering Design Using Graph Neural Networks

Faez Ahmed, Yaxin Cui, Yan Fu, Wei Chen
Journal: ASME Open Journal of Engineering
Publisher: ASME
Article Type: Research Papers
ASME Open J. Engineering. January 2022, 1: 011020.
Paper No: AOJE-21-1034
https://doi.org/10.1115/1.4054299
Published Online: May 9, 2022
View Article titled, Product Competition Prediction in Engineering Design Using Graph Neural Networks
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Topics: Artificial neural networks, Automobiles, Design, Engineering design, Modeling, Machine learning, Trains, Construction
Proceedings Papers

A Graph Neural Network Approach for Product Relationship Prediction

Faez Ahmed, Yaxin Cui, Yan Fu, Wei Chen
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A036, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-69462
https://doi.org/10.1115/DETC2021-69462
View Paper titled, A Graph Neural Network Approach for Product Relationship Prediction
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Topics: Artificial neural networks, Artificial intelligence, Automobiles, Design, Drugs, Engineering systems and industry applications, Machine learning, Modeling, Network analysis, Optimization
Proceedings Papers

A Weighted Network Modeling Approach for Analyzing Product Competition

Yaxin Cui, Faez Ahmed, Zhenghui Sha, Lijun Wang, Yan Fu, Wei Chen
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A036, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22591
https://doi.org/10.1115/DETC2020-22591
View Paper titled, A Weighted Network Modeling Approach for Analyzing Product Competition
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Topics: Modeling, Preferences