Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Intelligent Decision Support System (IDSS)

Classification of fresh chicken meat and tainted chicken meat using naive bayes classifier algorithm Zain, Ahmad Muzakky; Ali Murtopo, Aang; Fadila, Nurul; Gunawan, Gunawan
Journal of Intelligent Decision Support System (IDSS) Vol 7 No 1 (2024): March: Intelligent Decision Support System (IDSS)
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/idss.v7i1.212

Abstract

This research discusses the classification of fresh and tainted chicken meat using the Naive Bayes Classifier (NBC) algorithm based on Gray Level Co-occurrence Matrix (GLCM) feature extraction, with the aim of developing an efficient and accurate classification method. This research aims to utilize image processing and machine learning technologies to distinguish fresh chicken meat from tainted ones, which is crucial for the food industry. The research methodology involved the use of GLCM for texture feature extraction from chicken meat images, with the implementation of the NBC model through RapidMiner, offering an intuitive and efficient approach. The results showed the success of the model in achieving 80% accuracy, with an average precision of 81.25%, recall of 80%, and F1-score of 80.62%, confirming its ability in chicken meat classification. The integration of GLCM and RapidMiner in the application of NBC not only improves accuracy and objectivity in chicken meat classification but also provides a foundation for the wider application of machine learning techniques in ensuring food safety and consumer satisfaction
Co-Authors Adnin, Falya Afifah, Nisah Afrina Januarista, Afrina Agung Pratama Airlangga, Cut Sarha Ali Murtopo, Aang ALWIZAR ALWIZAR, ALWIZAR Anggela, Rabita Anggreni, Ni Gusti Ayu Annas, Firdaus Athallah, Muhammad Rafif Azmina, Nurul Badarudin, Wahyu Binti Non Shamdas, Gamar Cahyani, Dian Ayu Cale, Woolnough Dahlan, Maharani M. Dewi, Eva Eka Nur Fitriana, Desi Eni Amaliah Erwin Erwin Fahrur Rozi Fakhirah, Atikah Faradish, Rido Dian Fitri Susilowati, Fitri Free Dirga Dwatra Gunawan Gunawan Hakim, Ahmad Faizul Hayati, Nadiya A. Herawati, Teti Hidayat, Elin Hulawa, Djeprin E. Humolungo, Nurlela H. Indrawadi, Junaidi Indria Wahyuni Irsan Irsan Juwita Meldasari Tebisi, Juwita Meldasari Kartika, Nur Alphia Kasman Kasman Kathryn, Morse Katrina Feby Lestari, Katrina Feby Krisdayanti, Krisdayanti Kurnia Sandra, Annysa Kusuma, Bayu Mitra A. LALA JELITA ANANDA Lilies Lilies Lismawati, Lismawati Lufti, Adnan M, Amril Maharani, Puan Marimbun Marimbun Maryamah, Siska Mawardi Siregar, Mawardi Mohamad Irfan, Mohamad Mohammad Jamhari Muhammad Hafiz Muhammad Irfan Muhammad Syahrul Ulum Mursito S. Bialangi Mustamin Mustamin Naeklan Simbolon Nimatulloh, Abdul Aziz Noviana, Umi Novianti Novianti Nur Ilman, Eprian Nurkholis Nurkholis nurul khotimah Nusman, Ariwinarti Padilah, Salwa Pertiwi, Ian Purnama, Tetti Eka Putri Handayani Qurani, Nurul Rahmanelli Rahmanelli Resti, Nindi Sulvina Mai Riana Sahrani Rifaid, Rifaid Rizki Akbar, Danu Rizqa, Rachma Fatihatul Sanjaya, Komang Saptaningsih Sumarmi, Saptaningsih Sa’diyah, Kholifatus Septiyani, Rani Sintiawati, Ni Wayan Siregar, Evy I. Siti Komariah Sjaf, Muhammad Fadhil Afif Azhar sobri, ahmad Sofhiatul Aliyah, Hida Sudiari, Ni Made Dwi Survani, Rifki Syahvini, Salsabila Nasywa Syaiful Anwar Syawaluddin, Ahmad Triyuniarti, Hanny Urbaningrum, Vidya Walili, Marzelina Winda Winda Windarsih, Yulia Wuri Nugrahini, Asadila Pratama Yudha, Yusuf H. Yuni Lestari, Triana Yusnanik Bakhtiar Yustira, Vira Zain, Ahmad Muzakky Zuhra Zuhra Zulfi Amaliah, Ratu