Harnessing Machine Learning for interpersonal physical alignment

Roi Yozevitch; Hila Gvirts; Ornit Apelboim; Elhanan Mishraky

doi:10.1109/ICSEE.2018.8646075

Harnessing Machine Learning for interpersonal physical alignment

Roi Yozevitch, Hila Gvirts, Ornit Apelboim, Elhanan Mishraky

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

Abstract

This work presents a novel way to determine interpersonal physical synchrony state by inspecting hands' postures obtained from a unique 3D depth camera device named Leap-Motion Controller. Several ML methods are utilized such as SVM, shallow feed-forward ANN and XGBoot. We show that even a simple ANN can outperform XgBoost in simple classification tasks.

Original language	English
Title of host publication	2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781538663783
DOIs	https://doi.org/10.1109/ICSEE.2018.8646075
State	Published - 2 Jul 2018
Event	2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018 - Eilat, Israel Duration: 12 Dec 2018 → 14 Dec 2018

Publication series

Name	2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018

Conference

Conference	2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018
Country/Territory	Israel
City	Eilat
Period	12/12/18 → 14/12/18

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10.1109/ICSEE.2018.8646075

Cite this

Yozevitch, R., Gvirts, H., Apelboim, O., & Mishraky, E. (2018). Harnessing Machine Learning for interpersonal physical alignment. In 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018 Article 8646075 (2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICSEE.2018.8646075

Yozevitch, Roi ; Gvirts, Hila ; Apelboim, Ornit et al. / Harnessing Machine Learning for interpersonal physical alignment. 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018. Institute of Electrical and Electronics Engineers Inc., 2018. (2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018).

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author = "Roi Yozevitch and Hila Gvirts and Ornit Apelboim and Elhanan Mishraky",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018 ; Conference date: 12-12-2018 Through 14-12-2018",

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Yozevitch, R , Gvirts, H, Apelboim, O & Mishraky, E 2018, Harnessing Machine Learning for interpersonal physical alignment. in 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018., 8646075, 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018, Institute of Electrical and Electronics Engineers Inc., 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018, Eilat, Israel, 12/12/18. https://doi.org/10.1109/ICSEE.2018.8646075

Harnessing Machine Learning for interpersonal physical alignment. / Yozevitch, Roi ; Gvirts, Hila; Apelboim, Ornit et al.
2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 8646075 (2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018).

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

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Yozevitch R , Gvirts H, Apelboim O, Mishraky E. Harnessing Machine Learning for interpersonal physical alignment. In 2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018. Institute of Electrical and Electronics Engineers Inc. 2018. 8646075. (2018 IEEE International Conference on the Science of Electrical Engineering in Israel, ICSEE 2018). doi: 10.1109/ICSEE.2018.8646075

Harnessing Machine Learning for interpersonal physical alignment

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