ASDK——Absolute Shrinkage Deep Kernel Learning

Authors:

• Shuo Yin
• Guohao Dai
• Wei W.Xing

Introduction:

This repo contains implementation of our yield estimation algorithm, which described in the paper "High Dimensional Yield Estimation using Shrinkage Deep Features and Maximization of Integral Entropy Reduction" (ASP-DAC 2023).

The main work flow of this work is given by the following figure.

Dependency

• Python
• Pytorch
• Numpy
• Pandas
• Gpytorch
• tqdm
• pyHSICLasso

To pull this repo, you can run the following command.

git clone [email protected]:SawyDust1228/HSIC-DKL-Yield-Estimation.git

You can use the following command to install all the necessary packages.

pip install -r requirements.txt