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You searched for id:"oai:etd.ohiolink.edu:toledo1564504668924504". One record found.

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University of Toledo

1. Mukherjee, Abhishek. Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables.

Degree: MS, Electrical Engineering, 2019, University of Toledo

One of the main benefits of wearables is their ability to collect physiological data ina minimally invasive manner. Limitations in the wearable form factor and the desirefor long battery life have necessitated the use of low sampling frequencies in suchdevices. We consider the recovery of skin conductance responses (SCRs) from under-sampled electrodermal activity(EDA) data, where the sampling frequency is so lowthat standard SCR analysis methods for EDA such as peak detection fail altogether.We fit a parametric regression model with a Bateman bi-exponential functional formto under-sampled EDA data in a sequential manner in order to recover the shapesand peak locations of SCRs, which may be overlapped. We employ prior distributionson parameters based on physiological constraints and findings from previous studieson EDA in our estimation procedure. We demonstrate that our proposed methodsare able to accurately recover SCR features with higher accuracy than spline-basedinterpolation methods on both a simulated and a real data set Advisors/Committee Members: Xu, Kevin (Committee Chair).

Subjects/Keywords: Electrical Engineering; EDA, Skin Conductance, Under-sampled

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APA · Chicago · MLA · Vancouver · CSE | Export to Zotero / EndNote / Reference Manager

APA (6th Edition):

Mukherjee, A. (2019). Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables. (Masters Thesis). University of Toledo. Retrieved from http://rave.ohiolink.edu/etdc/view?acc_num=toledo1564504668924504

Chicago Manual of Style (16th Edition):

Mukherjee, Abhishek. “Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables.” 2019. Masters Thesis, University of Toledo. Accessed September 21, 2019. http://rave.ohiolink.edu/etdc/view?acc_num=toledo1564504668924504.

MLA Handbook (7th Edition):

Mukherjee, Abhishek. “Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables.” 2019. Web. 21 Sep 2019.

Vancouver:

Mukherjee A. Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables. [Internet] [Masters thesis]. University of Toledo; 2019. [cited 2019 Sep 21]. Available from: http://rave.ohiolink.edu/etdc/view?acc_num=toledo1564504668924504.

Council of Science Editors:

Mukherjee A. Recovering skin conductance responses in under-sampledelectrodermal activity data from wearables. [Masters Thesis]. University of Toledo; 2019. Available from: http://rave.ohiolink.edu/etdc/view?acc_num=toledo1564504668924504

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