Logo
  • Home
  • About Us
    • Aim and Scope
    • Research Area
    • Impact Factor
    • Indexing
  • For Authors
    • Authors Guidelines
    • How to publish paper?
    • Download Paper format
    • Submit Manuscript
    • Processing Charges
    • Download Copyrights Form
    • Submit Payment-Copyrights
  • Archives
    • Current Issues
    • Past Issues
    • Conference Issues
    • Special Issues
    • Advance Search
  • IJARIIE Board
    • Join as IJARIIE Board
    • Advisory Board
    • Editorial Board
    • Sr. Reviewer Board
    • Jr. Reviewer Board
  • Proposal
    • Conferece Proposal
    • Special Proposal
    • Faqs
  • Contact Us
  • Payment Detail

Call for Papers:Vol.11 Issue.3

Submission
Last date
28-Jun-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-3. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

  • How to Publish Paper
  • Submit Manuscript
  • Processing Charges
  • Submit Payment

Archives

  • Current Issue
  • Past Issue

IJARIIE Board

  • Member Of Board
  • Join As Board

Downloads

  • Authors Guidelines
  • Manuscript Template
  • Copyrights Form

Android App

Download IJARIIE APP
  • Authors
  • Abstract
  • Citations
  • Downloads
  • Similar-Paper

Authors

Title: :  PARALLELIZING K-MEANS CLUSTERING USING GPU
PaperId: :  3911
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 1 2017
DUI:    16.0415/IJARIIE-3911
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Harshal Arun BhavsarMatoshri College of Engineering and Research Center, Maharashtra, India

Abstract

Parallel Computing-Computer Engineering
GPU, CPU, K-Means, CUDA.
The system with an optimized k-means implementation will be performed on the graphics processing unit (GPU). NVIDIA’s Computing Unified Device Architecture (CUDA), available from the G80 GPU family onwards, is used as the programming environment. Emphasis is placed on optimizations directly targeted at this architecture to best exploit the computational capabilities available. Clustering involves partitioning a set of objects into subsets called clusters so that objects in the same cluster are similar according to some metric. Clustering is widely used in many fields like machine learning, data mining, pattern recognition and bioinformatics. K-means clustering is very popular clustering method used which uses distance as the similarity measure. K-means algorithm uses a set of K random objects from the available data set and performs distance computations. K-means chooses multiple models with the goal of refinement and faster convergence. The focus of the proposed system is to investigate different approaches to parallelism and then ensemble K-means algorithm on modern many core hardware. The many core hardware involves GPUs and CPUs backed by the CUDA software stack. The main feature of the proposed system is that it makes use of the large computing capacity of the hardware by minimizing the amount of data access.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Harshal Arun Bhavsar. "PARALLELIZING K-MEANS CLUSTERING USING GPU" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 1 2017 Page 1451-1457
MLA Harshal Arun Bhavsar. "PARALLELIZING K-MEANS CLUSTERING USING GPU." International Journal Of Advance Research And Innovative Ideas In Education 3.1(2017) : 1451-1457.
APA Harshal Arun Bhavsar. (2017). PARALLELIZING K-MEANS CLUSTERING USING GPU. International Journal Of Advance Research And Innovative Ideas In Education, 3(1), 1451-1457.
Chicago Harshal Arun Bhavsar. "PARALLELIZING K-MEANS CLUSTERING USING GPU." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 1 (2017) : 1451-1457.
Oxford Harshal Arun Bhavsar. 'PARALLELIZING K-MEANS CLUSTERING USING GPU', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, 2017, p. 1451-1457. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/PARALLELIZING_K_MEANS_CLUSTERING_USING_GPU_ijariiie3911.pdf (Accessed : 13 March 2019).
Harvard Harshal Arun Bhavsar. (2017) 'PARALLELIZING K-MEANS CLUSTERING USING GPU', International Journal Of Advance Research And Innovative Ideas In Education, 3(1), pp. 1451-1457IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/PARALLELIZING_K_MEANS_CLUSTERING_USING_GPU_ijariiie3911.pdf (Accessed : 13 March 2019)
IEEE Harshal Arun Bhavsar, "PARALLELIZING K-MEANS CLUSTERING USING GPU," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, pp. 1451-1457, Jan-Feb 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/PARALLELIZING_K_MEANS_CLUSTERING_USING_GPU_ijariiie3911.pdf [Accessed : 13 March 2019].
Turabian Harshal Arun Bhavsar. "PARALLELIZING K-MEANS CLUSTERING USING GPU." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 1 (13 March 2019).
Vancouver Harshal Arun Bhavsar. PARALLELIZING K-MEANS CLUSTERING USING GPU. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 13 March 2019]; 3(1) : 1451-1457. Available from: http://ijariie.com/AdminUploadPdf/PARALLELIZING_K_MEANS_CLUSTERING_USING_GPU_ijariiie3911.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 3/13/2019 8:22:06 PM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
A Review of Automated Plant Disease Detection Using Camera-Based Systems for Scalable Farm AutomationComputer EngineeringMohammed Taha Ahmed Download
ENHANCE ETHANOL PURITY WITH TEA POWDER ADSORBTIVE DISTILLATION.Chemical EngineeringKatore Tejas Download
IOT Enabled Smart Helmet For Miners SafetyComputer EngineeringDhruv Verma Download
Deep Learning Based Web Application for Hand Sign RecognitionComputer Engineering Mrs.Sonali Salunkhe Download
WIREFRAME INTERPRETATION AND FRONTEND CODE GENERATIONComputer EngineeringK. Archana Download
NEXT-GENERATION FIREWALLS: ADVANCING NETWORK SECURITY TO COMBAT EVOLVING AND SOPHISTICATED CYBER THREATSSecurity Network EngineerVenkata Surya Teja Gollapalli Download
Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart HospitalsComputer ScienceVisrutatma Rao Vallu Download
Enhancing E-Commerce Transaction Security with Big Data Analytics in Cloud ComputingCloud ComputingRajani Priya Nippatla Download
AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatmentmachine learningNandan Kumar Download
Deep Neural Networks for Enhancing Nanoparticle Drug Release Kineticsmachine learningPavan Gowda Download
Multiscale Modelling of Nano-Drug Interactions Using Artificial Intelligencemachine learningSandhya. S Download
AI-Powered Control Systems for Nanobots in Microbial Infection Zonesmachine learningPavan T.K Download
AI-Driven Discovery of Nanostructures That Disrupt Antibiotic-Resistant Biofilmsmachine learningManohar Jain Download
AI-Enhanced Biosensors for Real-Time Detection of Pathogens Using Nanomaterialsmachine learningFaisal Ahmed Download
Integrating Deep Learning with Nanotechnology for Virus Detectionmachine learningAkash Kumar Download
12
For Authors
  • Submit Paper
  • Processing Charges
  • Submit Payment
Archive
  • Current Issue
  • Past Issue
IJARIIE Board
  • Member Of Board
  • Join As Board
Privacy and Policy
Follow us

Contact Info
  • +91-8401209201 (India)
  • +86-15636082010 (China)
  • ijariiejournal@gmail.com
  • M-20/234 Ami Appt,
    Nr.Naranpura Tele-Exch,
    Naranpura,
    Ahemdabad-380063
    Gujarat,India.
Copyright © 2025. IJARIIE. All Rights Reserved.