Parallelization of K-medoid clustering algorithm

Walid Aljoby; Khaled Alenezi

doi:10.1109/ICT4M.2013.6518923

Parallelization of K-medoid clustering algorithm

Walid Aljoby
, Khaled Alenezi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Abstract

This paper presents an approach for paralleling K-medoid clustering algorithm. The K-medoid algorithm will be divided into tasks, which will be mapped into multiprocessor system. The control structure for the way of expressing the tasks in parallel form and the communication model that satisfied the mechanism for interaction between these tasks is presented. Data parallel model is built by decomposing the tasks among the processors. The implementation and testing of the parallel model have conducted using SESE academic simulator under Fedora 11 version at Linux OS environment.

Original language	English
Title of host publication	2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013
DOIs	https://doi.org/10.1109/ICT4M.2013.6518923
State	Published - 2013
Externally published	Yes
Event	2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013 - Rabat, Morocco Duration: 26 Mar 2013 → 27 Mar 2013

Publication series

Name	2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013

Conference

Conference	2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013
Country/Territory	Morocco
City	Rabat
Period	26/03/13 → 27/03/13

Keywords

Data parallel model
K-medoid
Parallel model
SIMD

ASJC Scopus subject areas

Computer Networks and Communications
Communication

Access to Document

10.1109/ICT4M.2013.6518923

Cite this

Aljoby, W., & Alenezi, K. (2013). Parallelization of K-medoid clustering algorithm. In 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013 Article 6518923 (2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013). https://doi.org/10.1109/ICT4M.2013.6518923

@inproceedings{3a8759be27f7431cb43c0a8ec7a49cac,

title = "Parallelization of K-medoid clustering algorithm",

abstract = "This paper presents an approach for paralleling K-medoid clustering algorithm. The K-medoid algorithm will be divided into tasks, which will be mapped into multiprocessor system. The control structure for the way of expressing the tasks in parallel form and the communication model that satisfied the mechanism for interaction between these tasks is presented. Data parallel model is built by decomposing the tasks among the processors. The implementation and testing of the parallel model have conducted using SESE academic simulator under Fedora 11 version at Linux OS environment.",

keywords = "Data parallel model, K-medoid, Parallel model, SIMD",

author = "Walid Aljoby and Khaled Alenezi",

year = "2013",

doi = "10.1109/ICT4M.2013.6518923",

language = "English",

isbn = "9781479901340",

series = "2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013",

booktitle = "2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013",

note = "2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013 ; Conference date: 26-03-2013 Through 27-03-2013",

}

Aljoby, W & Alenezi, K 2013, Parallelization of K-medoid clustering algorithm. in 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013., 6518923, 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013, 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013, Rabat, Morocco, 26/03/13. https://doi.org/10.1109/ICT4M.2013.6518923

Parallelization of K-medoid clustering algorithm. / Aljoby, Walid; Alenezi, Khaled.
2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013. 2013. 6518923 (2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Parallelization of K-medoid clustering algorithm

AU - Aljoby, Walid

AU - Alenezi, Khaled

PY - 2013

Y1 - 2013

N2 - This paper presents an approach for paralleling K-medoid clustering algorithm. The K-medoid algorithm will be divided into tasks, which will be mapped into multiprocessor system. The control structure for the way of expressing the tasks in parallel form and the communication model that satisfied the mechanism for interaction between these tasks is presented. Data parallel model is built by decomposing the tasks among the processors. The implementation and testing of the parallel model have conducted using SESE academic simulator under Fedora 11 version at Linux OS environment.

AB - This paper presents an approach for paralleling K-medoid clustering algorithm. The K-medoid algorithm will be divided into tasks, which will be mapped into multiprocessor system. The control structure for the way of expressing the tasks in parallel form and the communication model that satisfied the mechanism for interaction between these tasks is presented. Data parallel model is built by decomposing the tasks among the processors. The implementation and testing of the parallel model have conducted using SESE academic simulator under Fedora 11 version at Linux OS environment.

KW - Data parallel model

KW - K-medoid

KW - Parallel model

KW - SIMD

UR - https://www.scopus.com/pages/publications/84879036164

U2 - 10.1109/ICT4M.2013.6518923

DO - 10.1109/ICT4M.2013.6518923

M3 - Conference contribution

AN - SCOPUS:84879036164

SN - 9781479901340

T3 - 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013

BT - 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013

T2 - 2013 5th International Conference on Information and Communication Technology for the Muslim World, ICT4M 2013

Y2 - 26 March 2013 through 27 March 2013

ER -

Parallelization of K-medoid clustering algorithm

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Fingerprint

Cite this