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A Distributed Constrained-Form Support Vector Machine

Abstract: 

Despite the importance of distributed learning, few fully distributed support vector machines exist. In this paper, not only do we provide a fully distributed nonlinear SVM; we propose the first distributed constrained-form SVM. In the fully distributed context, a dataset is distributed among networked agents that cannot divulge their data, let alone centralize the data, and can only communicate with their neighbors in the network. Our strategy is based on two algorithms: the Douglas-Rachford algorithm and the projection-gradient method. We validate our approach by demonstrating through simulations that it can train a classifier that agrees closely with the centralized solution.

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Paper Details

Authors:
François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross
Submitted On:
9 March 2017 - 12:26pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
François D. Côté
Paper Code:
SPTM-P4.5
Document Year:
2017
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Poster.pdf

(70 downloads)

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[1] François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross, "A Distributed Constrained-Form Support Vector Machine ", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1723. Accessed: May. 28, 2017.
@article{1723-17,
url = {http://sigport.org/1723},
author = {François D. Côté; Ioannis N. Psaromiligkos; Warren J. Gross },
publisher = {IEEE SigPort},
title = {A Distributed Constrained-Form Support Vector Machine },
year = {2017} }
TY - EJOUR
T1 - A Distributed Constrained-Form Support Vector Machine
AU - François D. Côté; Ioannis N. Psaromiligkos; Warren J. Gross
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1723
ER -
François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross. (2017). A Distributed Constrained-Form Support Vector Machine . IEEE SigPort. http://sigport.org/1723
François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross, 2017. A Distributed Constrained-Form Support Vector Machine . Available at: http://sigport.org/1723.
François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross. (2017). "A Distributed Constrained-Form Support Vector Machine ." Web.
1. François D. Côté, Ioannis N. Psaromiligkos, Warren J. Gross. A Distributed Constrained-Form Support Vector Machine [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1723