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Proceedings Papers

An Enhanced Squared Exponential Kernel With Manhattan Similarity Measure for High Dimensional Gaussian Process Models

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Yanwen Xu, Pingfeng Wang
Proc. ASME. IDETC-CIE2021, Volume 3B: 47th Design Automation Conference (DAC), V03BT03A025, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71445
https://doi.org/10.1115/DETC2021-71445
... Abstract The Gaussian Process (GP) model has become one of the most popular methods and exhibits superior performance among surrogate models in many engineering design applications. However, the standard Gaussian process model is not able to deal with high dimensional applications. The root...
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Topics: Dimensions, Engineering design