Local $K$-means: An Efficient Optimization Algorithm And Its Generalization

no code implementations • NeurIPS 2021 • Feiping Nie, Shenfei Pei, Rong Wang, Liang Zhang, Jun Wu, Qinglong Chang, Xuelong Li

We also developed a general model that unified LKM, KSUMS, and SC, and discussed the connection among them.

Clustering

More Industry-friendly: Federated Learning with High Efficient Design

no code implementations • 16 Dec 2020 • Dingwei Li, Qinglong Chang, Lixue Pang, Yanfang Zhang, Xudong Sun, Jikun Ding, Liang Zhang

Although many achievements have been made since Google threw out the paradigm of federated learning (FL), there still exists much room for researchers to optimize its efficiency.

Federated Learning Vocal Bursts Intensity Prediction