A graph neural network approach for product relationship prediction

F Ahmed, Y Cui, Y Fu, W Chen - … and Information in …, 2021 - asmedigitalcollection.asme.org
Graph representation learning has revolutionized many artificial intelligence and machine
learning tasks in recent years, ranging from combinatorial optimization, drug discovery …

A network-based discrete choice model for decision-based design

Z Sha, Y Cui, Y Xiao, A Stathopoulos, N Contractor… - Design …, 2023 - cambridge.org
Customer preference modelling has been widely used to aid engineering design decisions
on the selection and configuration of design attributes. Recently, network analysis …

Product Competition Prediction in Engineering Design Using Graph Neural Networks

F Ahmed, Y Cui, Y Fu, W Chen - … Open Journal of …, 2022 - asmedigitalcollection.asme.org
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 …

Automated Simulation and the Discovery of Mechanical Devices

K Chiu - 2024 - search.proquest.com
Automatically designing or finding novel devices that accomplish new or existing functions
remains one of the greatest unsolved problems in Design Automation. In part, this is due to …

Automatically discovering mechanical functions from physical behaviors via clustering

KN Chiu, D Anderson, MD Fuge - … and Information in …, 2021 - asmedigitalcollection.asme.org
Computational design methods provide opportunities to discover novel and diverse designs
that traditional optimization approaches cannot find or that use physical phenomena in ways …

[图书][B] Multi-Stage Customer Preferences Modeling Using Data-Driven Network Analysis

Y Cui - 2023 - search.proquest.com
This dissertation aims to develop innovative analytical methods that integrate engineering,
marketing, and social science disciplines to incorporate heterogeneous consumer …

[PDF][PDF] Product Competition Prediction in Engineering Design Using Graph Neural Networks

Y Cui, Y Fu, W Chen - 2022 - scholar.archive.org
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 …