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Product Competition Prediction in Engineering Design Using Graph Neural Networks
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 ...
Network Analysis of Two-Stage Customer Decisions With Preference-Guided Market Segmentation
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 ...
Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies
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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