Federated Covariate Shift Adaptation for Missing Target Output Values

no code implementations • 28 Feb 2023 • Yaqian Xu, Wenquan Cui, Jianjun Xu, Haoyang Cheng

The most recent multi-source covariate shift algorithm is an efficient hyperparameter optimization algorithm for missing target output.

Domain Adaptation Federated Learning +1

A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning

no code implementations • 19 Nov 2022 • Mingzhe Sun, Aaron Zhou, Naize Yang, Yaqian Xu, Yuhan Hou, Xilin Liu

The DL model has been validated using a public sleep database containing 81 subjects, achieving a state-of-the-art classification accuracy of 85. 8% and a F1-score of 79%.

EEG Quantization +1