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All Journal Jurnas Nasional Teknologi dan Sistem Informasi Riau Journal of Computer Science IT JOURNAL RESEARCH AND DEVELOPMENT INOVTEK Polbeng - Seri Informatika Dinamisia: Jurnal Pengabdian Kepada Masyarakat PINTER : Jurnal Pendidikan Teknik Informatika dan Komputer JURNAL TEKNOLOGI DAN OPEN SOURCE Digital Zone: Jurnal Teknologi Informasi dan Komunikasi JURTEKSI Jurdimas (Jurnal Pengabdian Kepada Masyarakat) Royal Zonasi: Jurnal Sistem Informasi JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Pengabdian Masyarakat Multidisiplin Jurnal Ilmu Komputer Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) JUSTIN (Jurnal Sistem dan Teknologi Informasi) Jurnal Teknik Informatika J-COSCIS : Journal of Computer Science Community Service JAIA - Journal of Artificial Intelligence and Applications Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat SATIN - Sains dan Teknologi Informasi RJOCS (Riau Journal of Computer Science) Jurnal Ilmu Komputer dan Teknologi Informasi
Mhd. Arief Hasan, Mhd. Arief
Universitas Lancang Kuning
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Synthetic Minority Oversampling Technique for Efforts to Improve Imbalanced Data in Classification of Lettuce Plant Diseases Nurliana Nasution; Feldiansyah Feldiansyah; Ahmad Zamsuri; Mhd Arief Hasan
JURNAL TEKNOLOGI DAN OPEN SOURCE Vol. 6 No. 1 (2023): Jurnal Teknologi dan Open Source, June 2023
Publisher : Universitas Islam Kuantan Singingi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36378/jtos.v6i1.2883

Abstract

In this study we classified lettuce plant diseases. These plant diseases are available in the form of images that have been converted in .csv format to be classified. These plant diseases are available in the form of images that have been converted in .csv format to be classified. Image These plant diseases have been divided into several classes or categories. Then we determine the features of each row and column of the dataset. Each line in the CSV file represents one image, and each column represents one feature Each line in the CSV file represents one image, and each column represents one feature. Then a label is made for each line in the CSV file, namely the class or category where the images are grouped. Thus, so that we get datasets that are ready to be processed with machine learning. However, in processing the dataset, we get imbalanced data. So we added the Synthetic Minority Over-sampling Technique (SMOTE) method to overcome the imbalance that occurs. So that the data can be classified using several algorithms to find the best accuracy.
Co-Authors Adnan, Govindo Agung Kurniawan Ahmad Zamsuri, Ahmad Al Fajar, Muhammad Alexander, Jonatan Alfajar, Muhammad Amri, Fadilah Aprizald, Aprizaldi Azhim, M Fadilah Bhaskoro Maghribi, Aulia Bimby, Novia Carlo Pratama Silalahi, Ricky Daffa Ardiansyah, Muhamad David Setiawan David Setiawan David Setiawan, David Debi Setiawan, Debi Di Juni, Padina Dwi Putri, Shania Dwi Wahyu Handoyo Erwin Darmawan Ewa Haris Sembiring Fadilah, Ilham Fadrial, Yogi Ersan Fajar Kesuma, Andika Fajar, Muhammad Al Fajrizal Fajrizal Fajrizal, Fajrizal Fatkuroji, Moh Feldiansyah Bakri Nasution Feldiansyah Feldiansyah Feldiansyah Feldiansyah Feldiansyah Nasution Feraldi, Riyan Guntoro, Guntoro Gyna Rahmi Fajri Handoyo, Dwi Wahyu Hartono Tambunan, Rezky Hidayat, Ibnu Irawan, Marigel Irsando, Irsando Jordan Sirait, Michael Khairuna, Aida Khasbulla Ridwan, Mohammad Kurniawan, Veby Leonard, Willyam Loneli Costaner Mahmud, Farid Marco Bilbo, Ronaldo Mariza Devega Megawati Menzona, Redico MIFTAHUL JANNAH Moh. Fatkuroji Muhamad Sadar Muhamad Sadar, Muhamad Muhammad Al Fajar Muhammad Fitra Hamidy Muhammad Luthfi MUHAMMAD RIZAL Nasution, Feldiansyah Novia Putri Bimby Nur Iman, Muhamad Nurliana Nasutio Nurliana Nasution, Nurliana Nurmala Sari Patulus Rahmat Tambunan, Salam Rahmawati, Ningsi Raihan Siddik, Muhammad Raihan, Abdul Rama Putra, Muhammad Ramadhan, Hardiansyah Raphaela Mei Lanny Br Aritonang, Gloria Refnaldi kurniawan saputra Rezky, Rafael Rianto Rianto Rifski Alvares Bangun, Gilang Roma Umboh, Joyful Sadar, M. Sasqia Ismi Aulia Sembiring, Rafael Rezky Sihombing, Riyan Feraldi Simorangkir, Jansihar Sitompul, Monica Sri Putri Sitompul, Yefita Sri Utami Lestari Stefanus, Vito Stephen Siahaan, Michael SUDARSO Sudarso Sunaryanto, Hadi Supriadi Supriadi Suranta Sipayung, Rizky Sutejo Sutejo Sya'banu Ahmad Tulus Parmonangan Uyun Harahap, Qurrotul Walhidayat Walhidayat Widiyanto, Septian Yitro Amazihono Yogi Yunefri, Yogi Yuhendri Putra Zamzami Zamzami Zamzami, Zamzami