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

facebooktwittermailshare

CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT

Abstract: 

Clustering is a common technique for statistical data analysis and it has been widely used in many fields. When the data is collected via a distributed network or distributedly stored, data analysis algorithms have to be designed in a distributed fashion. This paper investigates data clustering with distributed data. Facing the distributed network challenges including data volume, communication latency, and information security, we here propose a distributed clustering algorithm where each IoT device may have data from multiple clusters. Considering that the main task of clustering is to compute each cluster center in a weighted averaging fashion, our distributed clustering method resorts to an efficient finite-time average-consensus algorithm. Experiments show that the proposed distributed clustering algorithm can offer the same convergence and clustering quality as its centralized counterpart but with less data traffic. Besides, experiments also show that our proposed algorithms outperforms the existing methods.

up
0 users have voted:

Paper Details

Authors:
Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi
Submitted On:
14 May 2020 - 1:20am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Hao Yu
Paper Code:
3420
Document Year:
2020
Cite

Document Files

ICASSP_slides_paper_3420.pdf

(31)

Subscribe

[1] Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi, "CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5222. Accessed: Sep. 18, 2020.
@article{5222-20,
url = {http://sigport.org/5222},
author = {Hui Chen; Hao Yu; Shengjie Zhao; Qingjiang Shi },
publisher = {IEEE SigPort},
title = {CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT},
year = {2020} }
TY - EJOUR
T1 - CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT
AU - Hui Chen; Hao Yu; Shengjie Zhao; Qingjiang Shi
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5222
ER -
Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi. (2020). CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT. IEEE SigPort. http://sigport.org/5222
Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi, 2020. CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT. Available at: http://sigport.org/5222.
Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi. (2020). "CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT." Web.
1. Hui Chen, Hao Yu, Shengjie Zhao, Qingjiang Shi. CONSENSUS-BASED DISTRIBUTED CLUSTERING FOR IOT [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5222