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All Journal Elkom: Jurnal Elektronika dan Komputer Jurnal Informatika dan Teknik Elektro Terapan Jurnal Maneksi (Management Ekonomi Dan Akuntansi) JOURNAL OF APPLIED INFORMATICS AND COMPUTING Assets: Jurnal Akuntansi dan Pendidikan Jurnal Informasi dan Komputer Jurnal Teknologi Terpadu Jurnal Pelayanan dan Pengabdian Masyarakat (Pamas) JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Ilmu Teknik dan Komputer REMIK : Riset dan E-Jurnal Manajemen Informatika Komputer Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Jurnal Akuntansi dan Keuangan Kontemporer (JAKK) Jurnal Sosial dan Teknologi JEMSI (Jurnal Ekonomi, Manajemen, dan Akuntansi) Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan J-AKSI : JURNAL AKUNTANSI DAN SISTEM INFORMASI JAKA (Jurnal Akuntansi, Keuangan dan Auditing) Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Journals of Indonesian Multidisciplinary Research Jurnal Informatika Polinema (JIP) Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah El-Mal: Jurnal Kajian Ekonomi & Bisnis Islam Ats-Tsaqofi: Jurnal Pendidikan dan Manajemen Islam Tepak Sirih : Jurnal Pengabdian Kepada Masyarakat Madani Journal of Ekonomics, Finance, and Management Studies
Purwantoro
Fakultas Ekonomi dan Bisnis
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Public Health Social Sciences Other

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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Comparison of Deep Learning Architectures in Identifying Types of Medicinal Plant Leaf Images Salsabila, Sarah; Suharso, Aries; Purwantoro, Purwantoro
Journal of Applied Informatics and Computing Vol. 8 No. 1 (2024): July 2024
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v8i1.6289

Abstract

This study focuses on the identification of 3500 images of medicinal plant leaves using Deep Learning CNN Transfer Learning models such as MobileNet, VGG16, DenseNet121, ResNet50V2, and NASNetMobile. The dataset used is the "Indonesian Herb Leaf Dataset 3500," consisting of 10 classes of medicinal plants. This research has the potential to efficiently and accurately recognize medicinal plants using machine learning workflow methods. The objective of this study is to compare the performance of these five methods in conducting plant identification. The testing phase involves various data handling schemes, dividing the data into two scenarios: 80:10:10 and 70:20:10. Performance comparison is also done between augmented and non-augmented data. The research findings indicate that MobileNet exhibits the best performance with an accuracy, precision, recall, and f1-Score of 98.86%. Accurate leaf identification supports further research on the properties and benefits of medicinal plants and can be applied in the development of decision support systems for plant recognition.
Klasifikasi Kinerja Asisten Laboratorium Selama Pandemi Covid-19 Menggunakan Algoritma Naive Bayes Rahmayadi, Andhika Putra Utama; Enri, Ultach; Purwantoro, Purwantoro
Journal of Applied Informatics and Computing Vol. 5 No. 2 (2021): December 2021
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v5i2.3261

Abstract

Asisten laboratorium merupakan mahasiswa berprestrasi pilihan yang memiliki tugas untuk mendampingi dosen dalam proses mengajar mata kuliah praktikum. Karena wabah covid-19 di Indonesia sesuai dengan surat edaran yang dikeluarkan oleh menteri pendidikan tentang pelaksanaan belajar secara daring, hal ini menyebabkan proses praktikum beralih menjadi daring. Selama praktikum daring asisten laboratorium kesulitan untuk memonitor mahasiswa dalam proses pengajaran, maka diperlukan sebuah evaluasi apakah metode yang dibawakan oleh asisten laboratorium sudah tepat. Proses evaluasi ini dilakukan dengan menggunakan data mining dan algoritma Naive Bayes. Model yang dihasilkan dapat memprediksi label puas dan tidak puas dengan evaluasi model k-fold cross validasi dan confusion matrix yang menghasilkan akurasi sebesar 87%, recall sebesar 96%, dan presisi sebesar 88%.
Co-Authors Adirakasiwi, Alpha Galih Aditya Bayu Prasetio Afrizal, Andi Afrizal, Andi Agung Rilo Pambudi Ali Ridha, Azhari Alpha Galih Adirakasiwi Andi Afrizal Apriade Voutama Aqsa Raisnaldi, Yazid Aries Suharso Arip Solehudin Attin Warmi Bambang Minarso, Bambang Cahyani, Sulis Regita Carudin, Carudin Dona, Dona E Haodudin Nurkifli Elfrida Ratnawati Ely Safrinawati, Ersa Enny Susilowati Mardjono Enri, Ultach Entot Suhartono Fadhli Adam, Muhammad Fadlurrahman Muchdyansyah, Raihan Fahri Pahrudin, Adithia Farros Dhana Rahardian, Farros Dhana Rahardian Fitri Aminah Garno garno, Garno Hidayat, Ibnu Nur Hidayatullah, Haikal Husain, Ibrohim Hutahaean, Jonatan Iqbal Maulana Iqbal Mubarok, Muhammad Irfan Maulana Irfan Irmaya Fani, Alifiya Zahra Jamaludin, Asep Juli Ratnawati Laela Laela LILIS SETYOWATI Luthfi Khairullah, Muhammad Marcel Ruly Pratama Maulana, Mukhamad Taufiq Melati Oktafiyani Mistlu Ladiyana Fidela Latifa Moza Latisya Riswadi Ngurah Pandji Mertha Agung Durya Nugraha Dimyati, Akbar nurlaila choirina, rachma Nurul Iman, Ihsan Pebrilliestyo Ridwan, Fathan Pratiwi, Fauzun Gilar Rahmayadi, Andhika Putra Utama Ramadhani Pri Haryoga, Adrian Ratna Herawati Ratna Herawati Retno Indah Hernawati Rina Ari Rohmah Riswandi, Moza Latisya Rizkia, Alifka Rohmah, Rina Ari Salma Nurhaliza Putri Salsabila, Sarah Saputra, Dian Festiana Hadi Saputro, Raihan Akbar Setiawan, Fikri Maulana Sofiana Lestari, Silfa Sugihartanto, Elizabeth Angelina Noer Sulis Regita Cahyani Surya Gemilang, Wahyu Susilo Yuda Irawan, Agung Tamba, Reynold Julian Taupik Ramdan, Wanda Umaidah, Yuyun Warmi, Attin Wikan Isthika, Wikan Wilandini, Destaria Yudi Sobari, Mochamad Yuniar, Alvi Yusuf, Dadang Yusup, Dadang