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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

A Soft Set-based Co-occurrence for Clustering Web User Transactions Edi Sutoyo; Iwan Tri Riyadi Yanto; Rd Rohmat Saedudin; Tutut Herawan
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 15, No 3: September 2017
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v15i3.6382

Abstract

Grouping web transactions into some clusters are essential to gain a better understanding the behavior of the users, which e-commerce companies widely use this grouping process. Therefore, clustering web transaction is important even though it is challenging data mining issue. The problems arise because there is uncertainty when forming clusters. Clustering web user transaction has used the rough set theory for managing uncertainty in the clustering process. However, it suffers from high computational complexity and low cluster purity. In this study, we propose a soft set-based co-occurrence for clustering web user transactions. Unlike rough set approach that uses similarity approach, the novelty of this approach uses a co-occurrence approach of soft set theory. We compare the proposed approach and rough set approaches regarding computational complexity and cluster purity. The result demonstrates better performance and is more effective so that lower computational complexity is achieved with the improvement more than 100% and cluster purity is higher as compared to two previous rough set-based approaches.
Co-Authors ., Sulha Achmad Pratama Rifai Adinda Inez Sang Aini, Nafis Qurrotul Akbar, Barkah Ali Khoirul Hidayat ANI SAFITRI, ANI Anugrah, Zamil Arifah Batubara, Qurratul Ain Aris Haryanto Armansyah Halomoan Tambunan Aulia Putri, Meilani Budi Hartono Budi Hartono Chika Enggar Puspita Darmawan, Dwiki Darmawan, Ryan Dimas Samodra Bimaputra Dodih Dwi Yuliaji Edy Hartulistiyoso Erlangga, Gilang Fadil Mochamad Ramdan Fadlurrahman, M Asri Fakhrurroja, Hanif Fauzan Radifan Shidiq Fauzy, Restu Firmansyah, Yusup Fitriani Fitriani Fitriani Fitriyah, Atiqotun Frisca Febriyani Kurniawan Hablinur Alkindi Hafiza, Sifha Hajad, Makbul Hakim, Muhammad Iqbal Furqonul Hasan Santosa Hasibuan, Musta'anul Husaini Hidayat, Ali Husaini Hasibuan, Musta'anul Iqbal Santosa Irfan Darmawan Iwan Tri Riyadi Yanto Kahfi Ahadian Mutaqin Komara, Sofyan Akbar Supni Mamat Rahmat MAMAT RAHMAT Mardadi, Silo Muhammad Nanang Prayudyanto Muhammad Ridwan Nabila Amalia Khairani Nashrullah, Nuruddin Nguyen, Huu-Tho Nurhayati, Immas Nurtanto, Bagus Dwi Oktariani Nurul Pratiwi Oktoriansyah, Rinaldi Panji Romadon, Joe Pariatiara, Dicky Nur Pawesti, Khoiriah Widia Pramono, Gatot Eka Pramono, Gatot Eka Pramono, Sigit Dwi Pramuditha, Anggie Randy Prayuda, Ilham Vega Rabbani, Haidar Rachmadita Andreswari Rahmat Fauzi Rahmat Rosyadi, Abdu Rd. Rohmat Saedudin Revo Faris Saifuddin Rizki, Asep Roy Waluyo Rusydi Rusydi Safitri, Tari Hardiani Salundik Saragih, Michael Yudhea SETIAWAN, Ahmad Setya Permana Sutisna Setyawan, Gigih Bayu Shah, Syed Humayon Suganda, Cecep SUMADI SUMADI Sunarya, Derivan Sutisna, Setya Syamsurizal, Adi Tegar, Muhammad Tika Hafzara Siregar Titing Suharti Turmudi Tutut Herawan Wahyu, Susila Wangi Pandan Sari Yakin, Ahmad Ainul Yoga Hermawan Yogi Sirodz Gaos, Yogi Sirodz Zaki, Abdul