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Journal : International Journal on Information and Communication Technology (IJoICT)

Sliced Coordinate List Implementation Analysis on Sparse Matrix-Vector Multiplication Using Compute Unified Device Architecture fitriyani, fitriyani
International Journal on Information and Communication Technology (IJoICT) Vol 2, No 1 (2016): June 2016
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21108/IJOICT.2016.21.71

Abstract

Matrices are one of the most used data representation form from real-world problems. Lot of matrix was formed very big but sparse, hence information inside the matrix is relatively small compared to its size. This caused into heavy computational resources needed to process those matrices within short time. One of the solutions to do an efficient process to the sparse matrix is to form it into a specialized form of sparse matrix, such as Sliced Coordinate List (SCOO). SCOO format for sparse matrix has been developed and combined within an implementation using Compute Unified Device Architecture (CUDA). In this research, performance of SCOO implementation using GPU – CUDA will be compared to the other sparse matrix format named Coordinate List (COO) based on its memory usage and execution time. Results obtained from this research show that although SCOO implementation for sparse matrix use memory 1.000529 larger than COO format, its serial performance is 3.18 faster than serial COO, besides that, if SCOO implementation is conducted parallel using GPU – CUDA then its performance can be achieved around 123.8 faster than parallel COO or 77 times faster than parallel COO using one of the available library for CUDA, named CUSP.
Co-Authors Abd Basir Laupe Ade Mubarok, Ade Ali Akbar Rismayadi, Ali Akbar Alimin Alimin, Alimin Amin, Fatimah Hidayahni Ananda, Afifah Khairani Ardi, Unggul Suryo Ari Sofia, Ari Aris Munandar Arza, Putri Aulia Asep Herman, Asep Asti Herliana, Asti Ayomi, Anasthasia F.M Christin Susilowati D.P. Ramendra, D.P. Dawood, Taufq Carnegie Delpiah Wahyuningsih, Delpiah Dewi, Risti Kurnia Didi Jaya Santri, Didi Jaya Djangi, Muhammad Jasri Dwiza Riana Eddy Noviana Fahrudin Hanafi, Fahrudin Fakhruddin Fakhruddin Farahdiba, Syarifah Fauziah, Yulianti Ferayanti, Ferayanti Fhira Nhita, Fhira Fitriyani, Ratna Fridayanti, Aditya Hafid, Ira Abriyani Hakeem, Awanda Rais Herpratiwi Herpratiwi Ibrahim, Arsyik Indriastuty, Nina Irmalis, Amsal JAMANUDDIN`, JAMANUDDIN Juhadi Juhadi La Rudi Lanteng Bustami, Lanteng Lia Dwi Prafitri M.Athuf Thaha, M.Athuf Maimunah Maimunah Maksum, Maradewi Marhadi, Muh. Ali Marisa Marisa Marudut, Edi Mayya Nurbayanti Shobary, Mayya Nurbayanti Melati Suci Mayasari, Melati Suci Moh Siri, Moh Mohamad Syarif Sumantri Muhammad Shodiq, Muhammad Nainggolan, Pinondang Nisa', Mauidlotun Nuniek Nizmah Fajriyah Nunung Nurwati Nur Aidar PA, Retno Widowati Pradana, Harrizki Arie Prihartono, Nurhayati A Purba, Rosanna R.M. Suryadi Tjekyan Rahayu, Listyowati Puji Rahmadewi, Dinda Putri Rahmah, Dhiya Fahdila Rahmi Susanti Rangga Sanjaya, Rangga Ratna Djuwita Ratnawati Purwitaningtyas, Ratnawati Resmini, Wayan Rini Alfia, Rini Risqi Dewi Aisyah, Risqi Dewi Riswanti Rini Rizki Hanriko Rizki Tri Prasetio, Rizki Tri Rizki, Cut Zakia Rizki, Cut Zakia Rofiaty Rofiaty Rosalina Kumalawati Rosmawanti, Nidia Roup, Mu'min Sa'adah, Nabitatus Sahadi Humaedi Sakban, Abdul Sakinah Haryati Sakur, Sakur Sapha, Diana Setiawan, Muhammad Azdar Sidharta Adyatma Sigit Bayhu Iryanthony, Sigit Bayhu Siregar, Liper Siregar, M. Ridha Siregar, Muhammad Ilhamsyah Siregar, Muhammad Ilhamsyah Sudjinan, Sudjinan Sugiman Sugiman Sumiyarsih, Sumiyarsih Suparni Suparni Supena, Asep Swandana, I.W. Syarif Hidayatulloh Titin Suhartini, Titin Toni Arifin, Toni Wahyu Hidayat WAHYU, DIDIN RASYIDIN Wibowo, Sutrisno Wicaksono, Andrian Prasetya Woro Riyadina Wulan, Anggraini Janar Yanuarti, Elly Yayu Sri Rahayu, Yayu Sri Yeffi Masnarivan, Yeffi Yudhiono, Noor Fuadillah Yudi Ramdhani, Yudi Yulia Farida Y, Yulia Yuliant Sibaroni, Yuliant Yunita, Putu Yuranda, Yuranda Yuyi Andrika, Yuyi Zailun, Zailun Zulkifli Zulkifli