title: A wearable computing platform for developing cloud-based machine learning models for health monitoring applications.
abstract: Wearable sensors have the potential to enable clinical-grade ambulatory health monitoring outside the clinic. Technological advances have enabled development of devices that can measure vital signs with great precision and significant progress has been made towards extracting clinically meaningful information from these devices in research studies. However, translating measurement accuracies achieved in the controlled settings such as the lab and clinic to unconstrained environments such as the home remains a challenge. In this paper, we present a novel wearable computing platform for unobtrusive collection of labeled datasets and a new paradigm for continuous development, deployment and evaluation of machine learning models to ensure robust model performance as we transition from the lab to home. Using this system, we train activity classification models across two studies and track changes in model performance as we go from constrained to unconstrained settings.
authors.forename: Shyamal
authors.initials: S
authors.lastname: Patel
authors.forename: Ryan S
authors.initials: RS
authors.lastname: McGinnis
authors.forename: Ikaro
authors.initials: I
authors.lastname: Silva
authors.forename: Steve
authors.initials: S
authors.lastname: DiCristofaro
authors.forename: Nikhil
authors.initials: N
authors.lastname: Mahadevan
authors.forename: Elise
authors.initials: E
authors.lastname: Jortberg
authors.forename: Jaime
authors.initials: J
authors.lastname: Franco
authors.forename: Albert
authors.initials: A
authors.lastname: Martin
authors.forename: Joseph
authors.initials: J
authors.lastname: Lust
authors.forename: Milan
authors.initials: M
authors.lastname: Raj
authors.forename: Bryan
authors.initials: B
authors.lastname: McGrane
authors.forename: Paolo
authors.initials: P
authors.lastname: DePetrillo
authors.forename: A J
authors.initials: AJ
authors.lastname: Aranyosi
authors.forename: Melissa
authors.initials: M
authors.lastname: Ceruolo
authors.forename: Jesus
authors.initials: J
authors.lastname: Pindado
authors.forename: Roozbeh
authors.initials: R
authors.lastname: Ghaffari
mesh_terms: D000203:Activities of Daily Living; D000328:Adult; D000067917:Cloud Computing; D005260:Female; D006801:Humans; D000069550:Machine Learning; D008297:Male; D008962:Models, Theoretical; D018670:Monitoring, Ambulatory / Q000295:instrumentation* / Q000379:methods*