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    Product Competition Prediction in Engineering Design Using Graph Neural Networks 

    Source: ASME Open Journal of Engineering:;2022:;volume( 001 ):;page 11020
    Author(s): Ahmed, Faez;Cui, Yaxin;Fu, Yan;Chen, Wei
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Understanding relationships between different products in a market system and predicting how changes in design impact their market position can be instrumental for companies to create better products. We propose a graph ...
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    Network Analysis of Two-Stage Customer Decisions With Preference-Guided Market Segmentation 

    Source: Journal of Computing and Information Science in Engineering:;2025:;volume( 025 ):;issue: 006:;page 61003-1
    Author(s): Cui, Yaxin; Sun, Zhuoxin; Xiao, Yinshuang; Sha, Zhenghui; Koskinen, Johan; Contractor, Noshir; Chen, Wei
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Network-based analyses have effectively understood customer preferences through interactions between customers and products, particularly for tailored product design. However, research applying this analysis to diverse ...
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    Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies 

    Source: Journal of Mechanical Design:;2024:;volume( 147 ):;issue: 002:;page 21702-1
    Author(s): Xiao, Yinshuang; Cui, Yaxin; Koskinen, Johan; Contractor, Noshir; Chen, Wei; Sha, Zhenghui
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: System design has been facing the challenges of incorporating complex dependencies between individual entities into design formulations. For example, while the decision-based design framework successfully integrated customer ...
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