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All Journal Jurnal Ilmu Komputer (JELIKU) Jurnal Elektronik Ilmu Komputer Udayana Jurnal Ilmiah Kursor JOIV : International Journal on Informatics Visualization Specta Journal of Technology Jurnal Pengabdian Informatika (JUPITA) Jurnal Nasional Teknologi Informasi dan Aplikasinya
I Made Widiartha
Universitas Udayana
Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering Environmental Science Languange, Linguistic, Communication & Media Library & Information Science Other

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Journal : Specta Journal of Technology

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Pengembangan Metode Klasterisasi Data Berbasis Hybrid Improved Artificial Bee Colony (IABC) dan K – Harmonic Means Musa, Saiful Bahri; Humaira, Fitrah Maharani; Widiartha, I Made; Herumurti, Darlis; Arifin, Agus Zainal; Fiqar, Tegar Palyus
Specta Journal Vol 2 No 3 (2018): SPECTA Journal of Technology
Publisher : Specta Journal

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (466.517 KB) | DOI: 10.0610/specta.v2i3.3

Abstract

One of data grouping process method is k-harmonic clustering method (KHM) which has a relatively short and simple process. However, it has a weakness at cluster center point. Randomly formed cluster center point causes difficulty to converge solutions. One way to solve the problem at the cluster center point requires a method which has a global solution for KHM. The method is Improved artificial bee colony (IABC), improvement of artificial bee colony (ABC) method based on behavior patterns of honey bee colony in food searching process. Advantage of the IABC method is able to have more optimum global solution. This research proposes a new method of clustering using improved artificial bee colony and K-Harmonic means (IABC-KHM) to optimize the center point in clusters that lead to global solution. In this study, the IABC is functioned for finding the most optimum cluster center point for the data clustering process using KHM. Furthermore, the performance test of the IABC-KHM clustering method is compared with ABC and ABC-KHM methods on three different datasets. The result of mean value of best function of IABC-KHM method of Iris dataset is 152,87, Contraceptive Method Choice dataset is 918,54, and Wine dataset is 31,01. Moreover, the result of the average value of the best F-Measure method IABC-KHM Iris dataset is 0.90, the Contraceptive Method Choice dataset is 0.41, the Wine dataset is 0.95. To conclude, IABC-KHM method has successfully optimized the position of cluster center point that directs the cluster result which has global solution.
Pengembangan Metode Klasterisasi Data Berbasis Hybrid Improved Artificial Bee Colony (IABC) dan K – Harmonic Means Fiqar, Tegar Palyus; Musa, Saiful Bahri; Humaira, Fitrah Maharani; Widiartha, I Made; Herumurti, Darlis; Arifin, Agus Zainal
SPECTA Journal of Technology Vol 2 No 3 (2018): SPECTA Journal of Technology
Publisher : LPPM ITK

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (466.517 KB) | DOI: 10.35718/specta.v2i3.3

Abstract

One of data grouping process method is k-harmonic clustering method (KHM) which has a relatively short and simple process. However, it has a weakness at cluster center point. Randomly formed cluster center point causes difficulty to converge solutions. One way to solve the problem at the cluster center point requires a method which has a global solution for KHM. The method is Improved artificial bee colony (IABC), improvement of artificial bee colony (ABC) method based on behavior patterns of honey bee colony in food searching process. Advantage of the IABC method is able to have more optimum global solution. This research proposes a new method of clustering using improved artificial bee colony and K-Harmonic means (IABC-KHM) to optimize the center point in clusters that lead to global solution. In this study, the IABC is functioned for finding the most optimum cluster center point for the data clustering process using KHM. Furthermore, the performance test of the IABC-KHM clustering method is compared with ABC and ABC-KHM methods on three different datasets. The result of mean value of best function of IABC-KHM method of Iris dataset is 152,87, Contraceptive Method Choice dataset is 918,54, and Wine dataset is 31,01. Moreover, the result of the average value of the best F-Measure method IABC-KHM Iris dataset is 0.90, the Contraceptive Method Choice dataset is 0.41, the Wine dataset is 0.95. To conclude, IABC-KHM method has successfully optimized the position of cluster center point that directs the cluster result which has global solution.
Co-Authors A A I N Karyawati Agus Muliantara Agus Zainal Arifin Alit Indrawan, I Gusti Ngurah Alvin Wiraprathama Anak Agung Gde Agung Pranandita Anak Agung Istri Ngurah Eka Karyawati Anggotra, Puspadevi Anny Yuniarti Apsari, Made Sri Ayu Ari Mogi, I Komang Arsa, Dewa Made Sri Astawa, Ni Wayan Amanda Putri Atmojo, Firman Ali Eka Ayu Nikki Asvikarani bratha, dede khausa bayu Darlis Herumurti Dewa Made Wiharta Firman Ali Eka Atmojo Gede Agung Aji Andar Sakti Gede Wisnu Bhaudhayana Gilang Indrawan, Muhammad Caesar Giri, I Nyoman Yusha Tresnatama Gst. Ayu Vida Mastrika Giri Humaira, Fitrah Maharani Humaira, Fitrah Maharani I Dewa Made Bayu Atmaja Darmawan, I Dewa Made Bayu I Gede Arta Wibawa I Gede Santi Astawa I Gusti Agung Gede Arya Kadyanan I Gusti Ngurah Anom Cahyadi Putra I Kadek Aldy Oka Ardita I Ketut Gede Suhartana I Made Eko Satria Wiguna I Made Nusa Yudiskara I Made Satria Bimantara I Putu Bayu Eka Pratama I Putu Gede Hendra Suputra I Putu Satwika I WAYAN SANTIYASA I Wayan Sugiana I Wayan Supriana Ida Bagus Gede Dwidasmara Ida Bagus Gede Dwidasmara Ida Bagus Made Mahendra Julianti, Syelvia Kadek Nanda Banyu Permana Ketut Ardha Chandra Kusuma, Putu Agus Dharma Luh Arida Ayu Rahning Putri Luh Gede Astuti Luh Gede Astuti Nathanael Richie Thomas Ngurah Agus Sanjaya ER Ni Made Elvina Aryadhika Putri Nyoman Putra Sastra Octavia, Hana Christine Panji Palguna, I Gusti Agung Ngurah Pijar Candra Mahatagandha Pramana, I Gst Bgs Bayu Adi PRATIWI, NI MADE DINDA Priandana, Bhisma Satwika Ari Purba, Kevin Joel Putra, I Gusti Ngurah Agung Widiaksa Raharja, Made Agung Ramadhan, Zhaqy Hikkammi Gullam Rukmi Sari Hartati Ryan, Ida Bagus Putu Saiful Bahri Musa Satria Wiguna, I Made Eko Satya, I Dewa Gede Rama Sitinjak, Anugrah Ignatius Tegar Palyus Fiqar Tristan Bey Kusuma Widnyana, I Kadek Agus Candra Wijaya, Partha Wikardiyan, Aditya Wiraprathama, Alvin Yande Pramana Yustika Pradeva