Parallelization of K-Means Clustering Algorithm for Data Mining

Parallelization of K-Means Clustering Algorithm for Data Mining

In this paper, we studied the parallelization of K-Means clustering algorithm, proposed a parallel scheme, designed a corresponding algorithm, and implemented the algorithm in GPU environment. The experimental result shows that the GPU-based parallelization algorithm has a good acceleration effect c...

Full description

Bibliographic Details
Main Authors:	Jiang Hao, Yu Liyan
Format:	Article
Language:	English
Published:	EDP Sciences 2017-01-01
Series:	ITM Web of Conferences
Online Access:	https://doi.org/10.1051/itmconf/20171203048

Similar Items

Analysis of Data Mining Using K-Means Clustering Algorithm for Product Grouping
by: Mohammad imron, et al.
Published: (2020-03-01)

Performance Evaluation of Simple K -Mean and Parallel K -Mean Clustering Algorithms: Big Data Business Process Management Concept
by: Ali, S., et al.
Published: (2022)

Soil data clustering by using K-means and fuzzy K-means algorithm
by: E. Hot, et al.
Published: (2016-06-01)

Efficient genetic k-means clustering algorithm and its application to data mining on different domains
by: Alsayat, Ahmed Mosa
Published: (2017)

Robust K-Median and K-Means Clustering Algorithms for Incomplete Data
by: Jinhua Li, et al.
Published: (2016-01-01)

The Hyper-spectral Image Compression Based on K-Means Clustering and Parallel Prediction Algorithm*
by: Wenbin Wu, et al.
Published: (2018-01-01)

Parallel Implementation of K-Means Algorithm on FPGA
by: Leonardo A. Dias, et al.
Published: (2020-01-01)

Mining Network Traffic with the k-Means Clustering Algorithm for Stepping-Stone Intrusion Detection
by: Lixin Wang, et al.
Published: (2021-01-01)

Unsupervised K-Means Clustering Algorithm
by: Kristina P. Sinaga, et al.
Published: (2020-01-01)

CLUSTERING MENGGUNAKAN K-MEANS ALGORITHM
by: Nur Wakhidah
Published: (2010-07-01)

Comparing k-means clusters on parallel Persian-English corpus
by: A. Khazaei, et al.
Published: (2015-10-01)

Automatic K-Expectation-Maximization (K-EM) clustering algorithm for data mining applications
by: Harsh, Archit
Published: (2016)

An Entropy Regularization <em>k</em>-Means Algorithm with a New Measure of between-Cluster Distance in Subspace Clustering
by: Liyan Xiong, et al.
Published: (2019-07-01)

Research on the Parallelization of the DBSCAN Clustering Algorithm for Spatial Data Mining Based on the Spark Platform
by: Fang Huang, et al.
Published: (2017-12-01)

Divisive K-Means Clustering Algorithm for Determining k and Positions of Cluster Centers
by: Lin, You-Shin, et al.
Published: (2009)

Robustification of the sparse K-means clustering algorithm
by: Kondo, Yumi
Published: (2011)

Robustification of the sparse K-means clustering algorithm
by: Kondo, Yumi
Published: (2011)

Robustification of the sparse K-means clustering algorithm
by: Kondo, Yumi
Published: (2011)

Private k-means clustering : algorithms and applications
by: Xiang, Chongyuan
Published: (2017)

Stable K Multiple-Means Clustering Algorithm
by: ZHANG Nini, GE Hongwei
Published: (2021-05-01)

Accelerated K-Means Algorithms for Low-Dimensional Data on Parallel Shared-Memory Systems
by: Wojciech Kwedlo, et al.
Published: (2021-01-01)

Distance based k-means clustering algorithm for determining number of clusters for high dimensional data
by: Mohamed Cassim Alibuhtto, et al.
Published: (2020-01-01)

K-Means Clustering With Incomplete Data
by: Siwei Wang, et al.
Published: (2019-01-01)

Parallel Computing for K-means Clustering on Estimating Underlying Latent Classes
by: Lin Yin-Ling, et al.
Published: (2010)

Balancing effort and benefit of K-means clustering algorithms in Big Data realms.
by: Joaquín Pérez-Ortega, et al.
Published: (2018-01-01)

Parallel clustering algorithm for large-scale biological data sets.
by: Minchao Wang, et al.
Published: (2014-01-01)

A Hybrid Data Clustering Algorithm Using Modified Krill Herd Algorithm and K-MEANS
by: Jensi R
Published: (2019-05-01)

A HYBRID DATA CLUSTERING ALGORITHM USING MODIFIED KRILL HERD ALGORITHM AND K-MEANS
by: Jensi R
Published: (2019-05-01)

An Improved Speech Segmentation and Clustering Algorithm Based on SOM and K-Means
by: Nan Jiang, et al.
Published: (2020-01-01)

Penerapan Data Mining dalam Meningkatkan Mutu Pembelajaran Menggunakan Metode K-MEANS Clustering
by: Koko Handoko
Published: (2016-12-01)

Clustering Using Boosted Constrained k-Means Algorithm
by: Masayuki Okabe, et al.
Published: (2018-03-01)

A Modified K-means Algorithm for Sequence Clustering
by: Hong-Xiang Yang, et al.
Published: (2007)

Using K-means Clustering Algorithms for Anomaly Detection
by: Yi-Fen Huang, et al.
Published: (2009)

New Methods for the Initialization of K-means Clustering Algorithm
by: Pin-Wen Chen, et al.
Published: (2007)

Parallel K-Means Clustering for Brain Cancer Detection Using Hyperspectral Images
by: Emanuele Torti, et al.
Published: (2018-10-01)

A Novel Bearing Fault Diagnosis Method Using Spark-Based Parallel ACO-K-Means Clustering Algorithm
by: Lanjun Wan, et al.
Published: (2021-01-01)

Unsupervised Cryo-EM Data Clustering through Adaptively Constrained K-Means Algorithm.
by: Yaofang Xu, et al.
Published: (2016-01-01)

Data Mining Menggunakan Metode K-Means Clustering Untuk Menentukan Besaran Uang Kuliah Tunggal
by: Haris Kurniawan, et al.
Published: (2020-12-01)

PENERAPAN DATA MINING MENENTUKAN STRATEGI PENJUALAN VARIASI MOBIL MENGGUNAKAN METODE K-MEANS CLUSTERING
by: Haditsah Annur
Published: (2019-07-01)

K-means parallelism on FPGA
Published: ()