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Absence Seizure Detection Using Ramanujan Filter Banks

Tenneti, Srikanth V. and Vaidyanathan, P. P. (2018) Absence Seizure Detection Using Ramanujan Filter Banks. In: 52nd Asilomar Conference on Signals, Systems, and Computers. IEEE , Piscataway, NJ, pp. 1913-1917. ISBN 978-1-5386-9218-9. http://resolver.caltech.edu/CaltechAUTHORS:20190301-152543153

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Abstract

Absence seizures are a type of generalized seizures characterized by a 3 Hz periodic spike and wave discharge pattern in the Electroencephalogram (EEG). The most common way to diagnose them is by detecting such periodic patterns in a patient’s EEG. Recently, a new method known as Ramanujan Filter Bank (RFB) was proposed for identifying, estimating and localizing periodicities in data. The RFB was shown to offer important advantages over traditional period estimation techniques in DSP. In this work, we demonstrate that the RFB offers very useful diagnostic information when applied to EEG signals from absence-seizure patients.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/ACSSC.2018.8645492DOIArticle
https://ieeexplore.ieee.org/document/8645492PublisherArticle
ORCID:
AuthorORCID
Vaidyanathan, P. P.0000-0003-3003-7042
Additional Information:© 2018 IEEE. This work was supported in parts by the ONR grants N00014-17-1-2732 and N00014-18-1-2390, the NSF grant CCF-1712633, and an Amazon post doctoral fellowship facilitated through the Information Science and Technology (IST) initiative at Caltech.
Funders:
Funding AgencyGrant Number
Office of Naval Research (ONR)N00014-17-1-2732
Office of Naval Research (ONR)N00014-18-1-2390
NSFCCF-1712633
AmazonUNSPECIFIED
Record Number:CaltechAUTHORS:20190301-152543153
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20190301-152543153
Official Citation:S. V. Tenneti and P. P. Vaidyanathan, "Absence Seizure Detection Using Ramanujan Filter Banks," 2018 52nd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2018, pp. 1913-1917. doi: 10.1109/ACSSC.2018.8645492
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:93403
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:01 Mar 2019 23:35
Last Modified:01 Mar 2019 23:35

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