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Santosh Kumar

2 accepted papers

2022

PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal Imputation

NeurIPS 2022accept

The promise of Mobile Health (mHealth) is the ability to use wearable sensors to monitor participant physiology at high frequencies during daily life to enable temporally-precise health interventions. However, a major challenge is frequent missing data. Despite a rich imputation literature, existing…

2016

Hierarchical Span-Based Conditional Random Fields for Labeling and Segmenting Events in Wearable Sensor Data Streams

ICML 2016poster

The field of mobile health (mHealth) has the potential to yield new insights into health and behavior through the analysis of continuously recorded data from wearable health and activity sensors. In this paper, we present a hierarchical span-based conditional random field model for the key problem o…

Cited by 18SourcePDFScholar