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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Voteteknika (Vocational Teknik Elektronika dan Informatika) Teknika Jurnal Informatika Disease Prevention and Public Health Journal SPEKTRUM INDUSTRI Jurnal Sarjana Teknik Informatika Telematika : Jurnal Informatika dan Teknologi Informasi Proceeding Seminar LPPM UMP Tahun 2014 Jurnas Nasional Teknologi dan Sistem Informasi Format : Jurnal Imiah Teknik Informatika INOVTEK Polbeng - Seri Informatika JOURNAL OF APPLIED INFORMATICS AND COMPUTING Explore IT : Jurnal Keilmuan dan Aplikasi Teknik Informatika Jurnal Ilmu Hukum The Juris KOMPUTA : Jurnal Ilmiah Komputer dan Informatika Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat Jurnal Riset Informatika Jurnal Inti Talafa : Jurnal Teknik Informatika Jurnal Pengabdian Masyarakat Bumi Raflesia Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi) Jurnal Sistem Komputer dan Informatika (JSON) Teknika Jurnal Informatika Teknologi dan Sains (Jinteks) Malcom: Indonesian Journal of Machine Learning and Computer Science Kohesi: Jurnal Sains dan Teknologi
Tedy Setiadi
Universitas Ahmad Dahlan
Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Public Health Social Sciences Other

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Journal : Jurnal Sistem Komputer dan Informatika (JSON)

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Perbandingan Algoritma Naive Bayes, Decision Tree, dan KNN untuk Klasifikasi Produk Populer Adidas US dengan Confusion Matrix Firdaus, Lazuardi; Setiadi, Tedy
Jurnal Sistem Komputer dan Informatika (JSON) Vol. 5 No. 2 (2023): Desember 2023
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v5i2.6124

Abstract

Adidas America, Inc. (also known as Adidas US) is a company that produces shoes, clothing, and accessories as a subsidiary of Adidas AG, which is known worldwide for its trademark three stripes on its products. Product popularity is very important in increasing sales, especially for products that are frequently purchased, positively reviewed by customers, and reviewed by customers. In this case, there are Adidas US products whose popularity is still unknown. Therefore, in this case, popular Adidas US products will be classified as business needs of Adidas US. The classification algorithm used to classify popular products is Naive Bayes, Decision Tree, and KNN for classifying the popularity of Adidas products in the United States using the CRISP-DM method on the dataset. The data mining process is performed to discover patterns in the data set with the stages of business understanding, data pre-processing, and classification modeling with three different algorithms. The results of the three algorithms are tested with a confusion matrix, and the highest accuracy value is achieved by Decision Tree with 92.42%, making it the best algorithm for classifying popular Adidas US products.
Co-Authors . Prasetyo Abu Bakar, Azuraliza Ainunna'imah Ainunna'imah Alfah, Alfah Aline Embun Pramadhani Aminuyati Ammara Desma Marzooqa Anang Dwi Riyanto Ansari Ansari Aqdillah, Muhammad Irfan Rafi Arif Dwi Nugroho Arif Wicaksono Wicaksono Arifin Nur Septiawan Ariyo Putra P Atik Sri Muryanti Atik Sri Muryanti Auliana, Auliana Awalia, Nabila Azalia Ramadhani Bambang Priyanto Bima, Syauqi Danang Adi Sumarto Darma, Fahri Setia Dian Anisa Putri Dzakhwan, Naufal Dzaky, Muhammad Naufal Elinda Elinda Ervita Kusuma Putri Fahruddin, Asraf Farhatush Shalihah Yumna Febriansyah, M Ferry Febriyan Adhiatmaa Fiftin Noviyanto Fiftin Noviyanto Firdaus, Lazuardi Hafizh, Finna Luthfiah Hanif Fikrianto, Hanif Hanif, Nur Hartono Hartono Hasni Griya Anatasia Heri Widodo Ida Noor Rahma Iis Wahyuningsih Ika Evry Hardiyana Ika Kurnia Saputri Imam Ghozali Indri Dwi Lestari Irham Asdurroh Irkam Sudaryanta Jamaludin Jamaludin Jamhari Jamhari Jefree Fahana Kiagus Adrian Rizky Zarkasyi Laela Zuliana Lisna Zahrotun M. Andrea Rossi Marzooqa, Ammara Desma Maulana, M Raffi Meiliyani, Kurnia Muhamad Rizal Gufran Muhammad Ari Sulestiyo Mukharom, Gilang Muryanti, Atik Sri Mushlihudin Mushlihudin Mushlihudin Mushlihudin Nuha, Fatiha Shafiyatun Nungki Fidiantoro Nur Hanif Oktavioly Puji Widiyasari Prakoso, Ardiyan Rasendriya Pramudya, Rorry Prasetyo Prasetyo Prasetyo, Prasetyo Pujiyono, Wahyu Purwayoga, Vega Rina Ratih Sri Sudaryni Rina Ratih, Rina Riris Nur Sasmi Rissa Umami Noor Rizky, Rian Fathul Rusdianto Rusnandar Rusnandar Rusnandar Rusnandar Rusnandar, Rusnandar Sari Mulyaningsih Setiawan, M. Budhi Sri Handayaningsih Suhendra, Beni Suswiantara, Adi Syifa Aura Arasy Taufik Mufti Haryadi Tisna Hidayat Tri Agtaviana Tri Andi Wahyu Pujiyono Wahyu Pujiyono Wahyu Pujiyono Wawan Tri Widianto Wibowo, Aditya Prariyadi Widya Fahmidasari Alya Raushan Yaakub, Mohd Ridzwan Yuliana Triani Ningsih Yumna, Farhatush Shalihah Zakiah, Nurul Ainun