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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 A. Rahmat Rosyadi Adinda Inez Sang Ahmad Ainul Yakin Ahmad Setiawan Ali Khoirul Hidayat Anggie Randy Pramuditha ANI SAFITRI Arifah Batubara, Qurratul Ain Aris Haryanto Armansyah Halomoan Tambunan Asep Rizki Aulia Putri, Meilani Barkah Akbar Budi Hartono Budi Hartono Chika Enggar Puspita Darmawan, Dwiki Dimas Samodra Bimaputra Dodih Dwi Yuliaji Edy Hartulistiyoso Fadil Mochamad Ramdan Fadlurrahman, M Asri Fakhrurroja, Hanif Fauzan Radifan Shidiq Fauzy, Restu Firmansyah, Yusup Fitriani Fitriani Fitriani Fitriyah, Atiqotun Frisca Febriyani Kurniawan Gigih Bayu Setyawan Gilang Erlangga Hablinur Al-Kindi Hablinur Alkindi Hafiza, Sifha Hasan Santosa Hasibuan, Musta'anul Husaini Hidayat, Ali Husaini Hasibuan, Musta'anul Iqbal Santosa Irfan Darmawan Iwan Tri Riyadi Yanto Kahfi Ahadian Mutaqin Khoiriah Widia Pawesti MAMAT RAHMAT Mamat Rahmat Mamat Rahmat Michael Yudhea Saragih Muhammad Iqbal Furqonul Hakim Muhammad Nanang Prayudyanto Muhammad Ridwan Nabila Amalia Khairani Nafis Qurrotul Aini Nurhayati, Immas Nuruddin Nashrullah Oktariani Nurul Pratiwi Oktoriansyah, Rinaldi Panji Romadon, Joe Pariatiara, Dicky Nur Pramono, Gatot Eka Pramono, Gatot Eka Prayuda, Ilham Vega Rachmadita Andreswari Rahmat Fauzi Rd. Rohmat Saedudin Revo Faris Saifuddin Roy Waluyo Rusydi Rusydi Ryan Darmawan Salundik Setya Permana Sutisna Setya Permana Sutisna Sigit Dwi Pramono Silo Mardadi Suganda, Cecep Sulha . SUMADI SUMADI Sunarya, Derivan Susila Wahyu Sutisna, Setya Syamsurizal, Adi Syed Humayon Shah Tegar, Muhammad Tika Hafzara Siregar Tika Hafzara Siregar Tika Hafzara Siregar Titing Suharti Turmudi Tutut Herawan Yoga Hermawan Yusuf Sopian Zaki, Abdul Zamil Anugrah