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Communication-efficient k-means for Edge-based machine learning
Hanlin Lu
,
Ting He
, Shiqiang Wang
, Changchang Liu
,
Mehrdad Mahdavi
,
Vijaykrishnan Narayanan
, Kevin S. Chan
, Stephen Pasteris
Computer Science and Engineering
Research output
:
Chapter in Book/Report/Conference proceeding
›
Conference contribution
2
Scopus citations
Overview
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Keyphrases
Approximation Error
16%
Communication Cost
100%
Communication Efficiency
100%
Complexity Costs
16%
Computation Cost
16%
Computational Power
16%
Constant Communication
16%
Data Analytics
16%
Dimensionality Reduction
50%
Edge Server
33%
Experiment-based
16%
High-dimensional Data
16%
K-means
100%
Linear Complexity
16%
Low Communication
16%
Low Computation
16%
Machine Learning
16%
Near-optimal
16%
Optimal Approximation
16%
Reduced Communication
16%
Reduced Complexity
16%
Reduction Method
16%
Source Case
33%
Computer Science
Approximation (Algorithm)
33%
Cardinality
50%
Communication Cost
100%
Computation Cost
16%
Data Analytics
16%
Data Source
50%
Dimensionality Reduction
50%
Learning System
100%
Machine Learning
100%
Mean Algorithm
16%