34 citations · 78 across the 17 of their papers we have counts for
4 papers · 1 filter
ECG-SL: Electrocardiogram(ECG) Segment Learning, a deep learning method for ECG signal
Han Yu, Huiyuan Yang, Akane Sano
Electrocardiogram (ECG) is an essential signal in monitoring human heart activities. Researchers have achieved promising results in leveraging ECGs in clinical applications with de…
Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data
Peikun Guo, Huiyuan Yang, Akane Sano
Data augmentation is a common practice to help generalization in the procedure of deep model training. In the context of physiological time series classification, previous research…
Towards the Understanding of Receptivity and Affect in EMAs using Physiological based Machine Learning Method: Analysis of Receptivity and Affect
Zachary D King, Han Yu, Thomas Vaessen +2
As mobile health (mHealth) studies become increasingly productive due to the advancements in wearable and mobile sensor technology, our ability to monitor and model human behavior…
PiRL: Participant-Invariant Representation Learning for Healthcare Using Maximum Mean Discrepancy and Triplet Loss
Zhaoyang Cao, Han Yu, Huiyuan Yang +1
Due to individual heterogeneity, person-specific models are usually achieving better performance than generic (one-size-fits-all) models in data-driven health applications. However…