Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Deep Clustering based on a Mixture of Autoencoders

Abstract: 

In this paper we propose a Deep Autoencoder Mixture Clustering(DAMIC) algorithm based on a mixture of deep autoencoders whereeach cluster is represented by an autoencoder. A clustering networktransforms the data into another space and then selects one of theclusters. Next, the autoencoder associated with this cluster is usedto reconstruct the data-point. The clustering algorithm jointly learnsthe nonlinear data representation and the set of autoencoders. Theoptimal clustering is found by minimizing the reconstruction loss ofthe mixture of autoencoder network. Unlike other deep clusteringalgorithms, no regularization term is needed to avoid data collapsingto a single point. Our experimental evaluations on image and textcorpora show significant improvement over state-of-the-art methods.

up
0 users have voted:

Paper Details

Authors:
Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger
Submitted On:
11 October 2019 - 9:39pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Sharon Gannot
Paper Code:
77
Document Year:
2019
Cite

Document Files

Deep Clustering based on a Mixture of Autoencoders

(38)

Subscribe

[1] Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger , "Deep Clustering based on a Mixture of Autoencoders", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4859. Accessed: Nov. 19, 2019.
@article{4859-19,
url = {http://sigport.org/4859},
author = {Shlomo E. Chazan; Sharon Gannot and Jacob Goldberger },
publisher = {IEEE SigPort},
title = {Deep Clustering based on a Mixture of Autoencoders},
year = {2019} }
TY - EJOUR
T1 - Deep Clustering based on a Mixture of Autoencoders
AU - Shlomo E. Chazan; Sharon Gannot and Jacob Goldberger
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4859
ER -
Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger . (2019). Deep Clustering based on a Mixture of Autoencoders. IEEE SigPort. http://sigport.org/4859
Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger , 2019. Deep Clustering based on a Mixture of Autoencoders. Available at: http://sigport.org/4859.
Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger . (2019). "Deep Clustering based on a Mixture of Autoencoders." Web.
1. Shlomo E. Chazan, Sharon Gannot and Jacob Goldberger . Deep Clustering based on a Mixture of Autoencoders [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4859