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Optimizing Activity Detection via Sensor Fusion

Published on Jul 1, 2018
· DOI :10.1109/iisa.2018.8633623
Farib Khondoker (ASU: Arizona State University), Trevor Thornton22
Estimated H-index: 22
(ASU: Arizona State University)
+ 1 AuthorsUday Shankar Shanthamallu2
Estimated H-index: 2
(ASU: Arizona State University)
Abstract
Internet of Things (IoT) has enabled several applications related to data analytics. In this paper, an intuitive method for optimizing activity detection data is presented. Further applications include exploring detection accuracies of physical activities such as walking intensity and movement on stairs. This method utilizes different Microcontroller Units (MCUs) with embedded sensors which are used for activity detection. Additionally, this method also incorporates supervised learning - more specifically the Fine Gaussian SVM, to generate a predictive model for activity optimization.
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#1Huan Song (ASU: Arizona State University)H-Index: 1
#2Jayaraman J. Thiagarajan (LLNL: Lawrence Livermore National Laboratory)H-Index: 10
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 26
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Apr 1, 2018 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Andreas Spanias (ASU: Arizona State University)H-Index: 26
#2Jennifer Blain Christen (ASU: Arizona State University)H-Index: 8
#1Manon Kok (University of Cambridge)H-Index: 8
#2Jeroen D. HolH-Index: 17
Last.Thomas B. Schön (Uppsala University)H-Index: 31
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#1Valentin Radu (Edin.: University of Edinburgh)H-Index: 5
#2Catherine Tong (University of Oxford)H-Index: 1
Last.Fahim Kawsar (Bell Labs)H-Index: 17
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#1Bo Zhou (German Research Centre for Artificial Intelligence)H-Index: 9
#2Mathias Sundholm (German Research Centre for Artificial Intelligence)H-Index: 9
Last.Paul Lukowicz (German Research Centre for Artificial Intelligence)H-Index: 42
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#1Sai Zhang (ASU: Arizona State University)H-Index: 4
#2Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 26
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Dec 1, 2016 in ISSPIT (International Symposium on Signal Processing and Information Technology)
#1Jongmin Lee (ASU: Arizona State University)H-Index: 3
#2Michael Stanley (NXP Semiconductors)H-Index: 1
Last.Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
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#1Farzad Samie (KIT: Karlsruhe Institute of Technology)H-Index: 5
#2Lars Bauer (KIT: Karlsruhe Institute of Technology)H-Index: 18
Last.Jörg Henkel (KIT: Karlsruhe Institute of Technology)H-Index: 37
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