• Aug 09, 2018 News! Vol. 6, No. 4-No. 7, No. 3 has been indexed by EI(Inspec)!   [Click]
  • Aug 09, 2018 News!Good News! All papers from Volume 8, Number 3 have been indexed by Scopus!   [Click]
  • May 23, 2018 News![CFP] 2018 the annual meeting of IJMLC Editorial Board, ACMLC 2018, will be held in Ho Chi Minh, Vietnam, December 7-9, 2018   [Click]
Search
General Information
Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2018 Vol.8(5): 428-436 ISSN: 2010-3700
DOI: 10.18178/ijmlc.2018.8.5.724

Generative Adversarial Networks for Generation and Classification of Physical Rehabilitation Movement Episodes

Longze Li and Aleksandar Vakanski
Abstract—This article proposes a method for mathematical modeling of human movements related to patient exercise episodes performed during physical therapy sessions by using artificial neural networks. The generative adversarial network structure is adopted, whereby a discriminative and a generative model are trained concurrently in an adversarial manner. Different network architectures are examined, with the discriminative and generative models structured as deep subnetworks of hidden layers comprised of convolutional or recurrent computational units. The models are validated on a data set of human movements recorded with an optical motion tracker. The results demonstrate an ability of the networks for classification of new instances of motions, and for generation of motion examples that resemble the recorded motion sequences.

Index Terms—Generative adversarial networks, physical rehabilitation, artificial neural networks.

L. Li is with the Department of Computer Science, University of Idaho, Idaho Falls, ID 83402, USA (longzel@uidaho.edu).
A. Vakanski is with the Industrial Technology, University of Idaho, Idaho Falls, ID 83402, USA (e-mail: vakanski@uidaho.edu).

[PDF]

Cite: Longze Li and Aleksandar Vakanski, "Generative Adversarial Networks for Generation and Classification of Physical Rehabilitation Movement Episodes," International Journal of Machine Learning and Computing vol. 8, no. 5, pp. 428-436, 2018.

Copyright © 2008-2018. International Journal of Machine Learning and Computing. All rights reserved.
E-mail: ijmlc@ejournal.net