Patent Value Characterization -- An Empirical Analysis of Elevator Industry Patents

no code implementations • 20 Feb 2024 • Yuhang Guan, Runzheng Wang, Lei Fu, Huanle Zhang

The global patent application count has steadily increased, achieving eight consecutive years of growth. The global patent industry has shown a general trend of expansion.

Physics Symbolic Learner for Discovering Ground-Motion Models Via NGA-West2 Database

no code implementations • 23 Mar 2023 • Su Chen, Xianwei Liu, Lei Fu, Suyang Wang, Bin Zhang, Xiaojun Li

Ground-motion model (GMM) is the basis of many earthquake engineering studies.

regression

Federated Learning Hyper-Parameter Tuning from a System Perspective

1 code implementation • 24 Nov 2022 • Huanle Zhang, Lei Fu, Mi Zhang, Pengfei Hu, Xiuzhen Cheng, Prasant Mohapatra, Xin Liu

In this paper, we propose FedTune, an automatic FL hyper-parameter tuning algorithm tailored to applications' diverse system requirements in FL training.

Federated Learning

Client Selection in Federated Learning: Principles, Challenges, and Opportunities

no code implementations • 3 Nov 2022 • Lei Fu, Huanle Zhang, Ge Gao, Mi Zhang, Xin Liu

As a privacy-preserving paradigm for training Machine Learning (ML) models, Federated Learning (FL) has received tremendous attention from both industry and academia.

Fairness Federated Learning +1