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A brief survey of machine learning methods and their sensor and IoT applications

Published on Aug 1, 2017
· DOI :10.1109/iisa.2017.8316459
Uday Shankar Shanthamallu2
Estimated H-index: 2
(ASU: Arizona State University),
Andreas Spanias26
Estimated H-index: 26
(ASU: Arizona State University)
+ 1 AuthorsMike Stanley1
Estimated H-index: 1
(NXP Semiconductors)
Abstract
This paper provides a brief survey of the basic concepts and algorithms used for Machine Learning and its applications. We begin with a broader definition of machine learning and then introduce various learning modalities including supervised and unsupervised methods and deep learning paradigms. In the rest of the paper, we discuss applications of machine learning algorithms in various fields including pattern recognition, sensor networks, anomaly detection, Internet of Things (IoT) and health monitoring. In the final sections, we present some of the software tools and an extensive bibliography.
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  • Citations (7)
References0
Newest
#1Sunil Rao (ASU: Arizona State University)H-Index: 2
#2Sameeksha Katoch (ASU: Arizona State University)H-Index: 1
Last.Mahesh K. Banavar (Clarkson University)H-Index: 12
view all 11 authors...
Mar 1, 2017 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Huan Song (ASU: Arizona State University)H-Index: 2
#2Jayaraman J. Thiagarajan (LLNL: Lawrence Livermore National Laboratory)H-Index: 8
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 26
view all 5 authors...
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
view all 4 authors...
Jul 1, 2016 in ICC (International Conference on Communications)
#1Thi-Thu-Hong Phan (VNUHCM: Vietnam National University, Ho Chi Minh City)H-Index: 2
Last.André BigandH-Index: 5
view all 3 authors...
May 1, 2016 in CCDC (Chinese Control and Decision Conference)
#1Jin Song (NUPT: Nanjing University of Posts and Telecommunications)H-Index: 1
#2Baojie Fan (NUPT: Nanjing University of Posts and Telecommunications)H-Index: 1
#1Haiqiang Wang (ECUST: East China University of Science and Technology)H-Index: 1
#2Yu Zhang (ECUST: East China University of Science and Technology)H-Index: 24
Last.Andrzej Cichocki (Riken-BSI: RIKEN Brain Science Institute)H-Index: 68
view all 8 authors...
Cited By7
Newest
#1Mahmudul Hasan (KUET: Khulna University of Engineering & Technology)H-Index: 1
#2Md. Milon Islam (KUET: Khulna University of Engineering & Technology)H-Index: 1
Last.Md. Abul Hashem (KUET: Khulna University of Engineering & Technology)H-Index: 5
view all 4 authors...
#1Henry Braun (ASU: Arizona State University)H-Index: 4
#2Pavan K. Turaga (ASU: Arizona State University)H-Index: 21
Last.Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
view all 6 authors...
2019 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Vivek Sivaraman Narayanaswamy (ASU: Arizona State University)
#2Jayaraman J. Thiagarajan (LLNL: Lawrence Livermore National Laboratory)H-Index: 10
Last.Andreas SpaniasH-Index: 26
view all 0 authors...
May 1, 2019 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Uday Shankar Shanthamallu (ASU: Arizona State University)H-Index: 2
#2Sunil Rao (ASU: Arizona State University)H-Index: 2
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 26
view all 6 authors...
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