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All Journal Jurnal Ilmiah Kursor Jurnal Informatika Knowledge Engineering and Data Science Dinamisia: Jurnal Pengabdian Kepada Masyarakat INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi Jurnal Teknologi Dan Sistem Informasi Bisnis Jurnal ABDINUS : Jurnal Pengabdian Nusantara Jurnal Jaringan Telekomunikasi Journal of Community Development JURNAL AGROINDUSTRI HALAL Jikom: Jurnal Informatika dan Komputer
Ruth Ema Febrita
Politeknik Negeri Banyuwangi
Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Mechanical Engineering Nursing Public Health Social Sciences Other

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Journal : Knowledge Engineering and Data Science

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High Dimensional Data Clustering using Self-Organized Map Ruth Ema Febrita; Wayan Firdaus Mahmudy; Aji Prasetya Wibawa
Knowledge Engineering and Data Science Vol 2, No 1 (2019)
Publisher : Universitas Negeri Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1028.763 KB) | DOI: 10.17977/um018v2i12019p31-40

Abstract

As the population grows and e economic development, houses could be one of basic needs of every family. Therefore, housing investment has promising value in the future. This research implements the Self-Organized Map (SOM) algorithm to cluster house data for providing several house groups based on the various features. K-means is used as the baseline of the proposed approach. SOM has higher silhouette coefficient (0.4367) compared to its comparison (0.236). Thus, this method outperforms k-means in terms of visualizing high-dimensional data cluster. It is also better in the cluster formation and regulating the data distribution.
Co-Authors Aji Prasetya Wibawa Arum Andary Ratri Bahtiar, Agung Dianni Yusuf Endi Sailul Haq Farizqi Panduardi Hartono, Zhidan Fahrus Yas Indira Nuansa Ratri Junaedi Adi Prasetyo Kareja, Novilia Khoirul Umam Lukman Hakim Maghfirotul Amaniyah Maghfirotul Amaniyah Mistiko Rini, Eka Mohammad Hisam Muhammad Fuad Alharis Mukti, Kharisma Tara Nurvalentini, Dewi Prasetyo, Junaedi Adi Ramadan, Ananda Cahya Rini, Eka Mistiko Rohma, Azizatur Rusti, Nanda Suardinata, I Wayan Sukmawati, Yogi Wayan Firdaus Mahmudy