SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications

Yao, Shuochao; Zhao, Yiran; Shao, Huajie; Liu, Dongxin; Liu, Shengzhong; Hao, Yifan; Piao, Ailing; Hu, Shaohan; Lu, Su; Abdelzaher, Tarek F.

doi:10.1109/infocom.2019.8737500

SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications

Deep neural networks are becoming increasingly popular in Internet of Things (IoT) applications. Their capabilities of fusing multiple sensor inputs and extracting temporal relationships can enhance intelligence in a wide range of applications. However, one key problem is the missing of adaptatio…