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

Uday Shankar Shanthamallu; Andreas Spanias; Cihan Tepedelenlioglu; Mike Stanley

doi:10.1109/IISA.2017.8316459

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

Uday Shankar Shanthamallu, Andreas Spanias, Cihan Tepedelenlioglu, Mike Stanley

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

146 Scopus citations

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.

Original language	English (US)
Title of host publication	2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1-8
Number of pages	8
ISBN (Electronic)	9781538637319
DOIs	https://doi.org/10.1109/IISA.2017.8316459
State	Published - Mar 14 2018
Event	8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017 - Larnaca, Cyprus Duration: Aug 27 2017 → Aug 30 2017

Publication series

Name	2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017
Volume	2018-January

Other

Other	8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017
Country/Territory	Cyprus
City	Larnaca
Period	8/27/17 → 8/30/17

ASJC Scopus subject areas

Artificial Intelligence
Hardware and Architecture
Information Systems
Software
Safety, Risk, Reliability and Quality
Social Sciences (miscellaneous)

Access to Document

10.1109/IISA.2017.8316459

Cite this

Shanthamallu, U. S., Spanias, A., Tepedelenlioglu, C., & Stanley, M. (2018). A brief survey of machine learning methods and their sensor and IoT applications. In 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017 (pp. 1-8). (2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017; Vol. 2018-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IISA.2017.8316459

A brief survey of machine learning methods and their sensor and IoT applications. / Shanthamallu, Uday Shankar; Spanias, Andreas ; Tepedelenlioglu, Cihan et al.
2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc., 2018. p. 1-8 (2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017; Vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Shanthamallu, US, Spanias, A , Tepedelenlioglu, C & Stanley, M 2018, A brief survey of machine learning methods and their sensor and IoT applications. in 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017, vol. 2018-January, Institute of Electrical and Electronics Engineers Inc., pp. 1-8, 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017, Larnaca, Cyprus, 8/27/17. https://doi.org/10.1109/IISA.2017.8316459

Shanthamallu US, Spanias A , Tepedelenlioglu C, Stanley M. A brief survey of machine learning methods and their sensor and IoT applications. In 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc. 2018. p. 1-8. (2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017). doi: 10.1109/IISA.2017.8316459

Shanthamallu, Uday Shankar ; Spanias, Andreas ; Tepedelenlioglu, Cihan et al. / A brief survey of machine learning methods and their sensor and IoT applications. 2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 1-8 (2017 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017).

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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.",

author = "Shanthamallu, {Uday Shankar} and Andreas Spanias and Cihan Tepedelenlioglu and Mike Stanley",

note = "Funding Information: ACKNOWLEDGMENT This work was supported in part by the NSF I/UCRC award 1540040, IUSE award 1525716, NXP, and the ASU SenSIP Center. Publisher Copyright: {\textcopyright} 2017 IEEE.; 8th International Conference on Information, Intelligence, Systems and Applications, IISA 2017 ; Conference date: 27-08-2017 Through 30-08-2017",

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

Abstract

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