Hi, I'm Yanxin Pan
I am a Design Science and Scientific Computing Ph.D. candidate with concentrations in machine learning and marketing.
ABOUT ME
I am a Design Science and Scientific Computing Ph.D. candidate with concentrations in machine learning and marketing. My advisors are Professor Panos Y. Papalambros and Professor Richard Gonzalez. I am a member in the Optimal Design Laboratory.
I received my Master degree in Statistics at University of Michigan in 2015, and my bachelor degree in Mathematics at Zhejiang University in 2013.
My current research involves multimodal design preference modeling using large-scale datasets and market segmentation via deep generative models
I had joyful internship experiences at Operation Research, Research and Development, General Motors. I am currently looking for data scientist full-time position. My CV and Linkedin profile.
RESEARCH
Multimodal design preference modeling using large-scale datasets and market segmentation via deep generative models
Deep Design: Product Aesthetics for Heterogeneous Markets
Yanxin Pan, Alexander Burnap, Jeffrey Hartley, Richard Gonzalez, Panos Papalambros
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Improving Design Preference Prediction Accuracy with Feature Learning
Yanxin Pan, Alex Burnap, Ye Liu, Max Yi Ren, Honglak Lee, Richard Gonzalez, Panos Papalambros
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A Quantitative Model For Identifying Regions of Design Visual Attraction And Application To Automobile Styling
Yanxin Pan, Alex Burnap, Ye Liu, Honglak Lee, Rich Gonzalez, Panos Papalambros
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Estimating and Exploring the Product Form Design Space using Deep Generative Models
Alex Burnap, Ye Liu, Yanxin Pan, Honglak Lee, Rich Gonzalez, Panos Papalambros
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Balancing Design Freedom and Brand Recognition in the Evolution of Automotive Brand Styling
Alex Burnap, Jeffrey Hartley, Yanxin Pan, Rich Gonzalez, Panos Papalambros
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CONTACT
Email:
yanxinp@umich.edu
Address:
3200 EECS Building
1301 Beal Avenue
Ann Arbor, MI 48109-2122