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Journal : Jurnal Varian

Comparison of Naive Bayes Classification Methods Without and With Kernel Density Estimation Hermawan, Agus; Siswanto, Siswanto; Jaya, Andi Kresna
Jurnal Varian Vol. 7 No. 2 (2024)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/varian.v7i2.3199

Abstract

Halal certification is important to give confidence to Muslim consumers around the world regarding the halalness of products. The Halal Product Assurance Organizing Body (BPJPH) is the official auditor in Indonesia that is responsible for the halal certification process. This study aims to address the need for verification and validation of data for halal certification applications in Indonesia by using the data science approach and machine learning technology. In this study, the Naïve Bayes classification method was used to optimize the data verification and validation process. However, this method needs to be improved by applying optimization methods such as Kernel Density Estimation (KDE) to improve classification results. The results showed that the Naïve Bayes classification method with KDE optimization produced better performance than the Naïve Bayes method without optimization. The performance of the Naïve Bayes classification model without optimization achieves 87.6% Accuracy, 85.4% Recall, 88.8% Precision, and 87.1% Fmeasure. Meanwhile, the Naïve Bayes classification model with KDE optimization achieves 97.5% Accuracy, 95.9% Recall, 98.9% Precision, and 97.8% Fmeasure. Thus, it can be concluded that the Naïve Bayes classification algorithm with KDE optimization results in a performance increase of 9.9% compared to the Naïve Bayes method without optimization. This research has important implications in handling complex and non-normally distributed data and providing solutions for BPJPH in the process of verifying halal certification.
Co-Authors Abdul Choliq Abdul Kosim, Cucu Abdul Madjid Ade Setia Pratama Adi Sucipto, Adi Adipati Napoleon Afif Nur Rahmadi, Afif Nur Afifah, Della Abelya Agung Winarno Agustin, Resty Ahmad Saifudin, Ahmad Ahmad Yunani Airiyani, Mey Linda Aisyah Asri Nurrahma Aksani, Dila Alaik Muhammad, Syauqi Alfiana, Sheyla Alif Alfredo Lee Panggar Bessy, Jerry Ambarsari, Indri Amin, Muh. Sirojuddin Andaryanto, Andaryanto Andi Kresna Jaya Andriani, Eka Yessy Andy Chandra Pramana Aprilia, Sherina Eka Ar-Rasyi, Hasna Hamida Alifia Asyiroh, Eva Nur Aulia Ramadhani Awaludin, Nur Ahmad AYU LESTARI Ayuanti, Rafikhein Novia Azizah, Laily Nur Azzahra, Gabrielle Widhan Bagus Satrio, Moh. Nurman Bakhrudin, Bakhrudin Bakri Bakri Bakri Baldan, Najimul Banu , Syahar Basuni, Basuni Budi Eko Soetjipto Buyung Adi Dharma Caecaria, Dhimaz Sectio Cipto Wardoyo D. A, Forita Damayanti, Alfina Damayanti, Vidya Dani, Nofa Istia Frisna Rahma Dayat, Mohammad Dedik Budianta DEWI SAHARA Dewi, Titis Shinta Doni, Adi Setyo Rahmatu Drajat, Drajat Duerasor, Nadia Eko Juni Wahyudi Ellena, Tania Ely Siswanto Endang Komara Ery Tri Djatmika RWW Esvanti, Mirza Fadli, Bori Heria Faisal Muhammad, Faisal Faradila, Fian Arifiona Firda Meisaroh Fitriani, Nur Afika FITRIYAH Forita Dyah Arianti, Forita Dyah Fulgentius Danardana Murwani Gaffar, Muhammad Andriana Gusrio Tendra Halbi Hanif Rani Iswari Haryawan, Beny HASANAH, RAHMATUL Hiqmah, Milatul Huda, Achmad Nuril Huda, Moh Sulhi Ihsan, Abdul Mu’iz Ihsan Iim Wasliman, HM Ikoh, Ai Iksanudin, Moh. Ilham, Rachmad Imanudin, M.S. Ina Najiyah Indri Safitri, Indri Iriantara, Yosal Ismawati, Lilik Ita Athia Juli Yani Karim, Nurfadilah Karomah, Siti Kasfunnuri, M. Asren Khalikussabir, Khalikussabir Khoir, Ilya Saniyatul Khusni'ah, Imroatul Kurnianti, Florensia Dita Dwi Kurniaty, Elly Lailiyah, Faizatul Ludi Wishnu Wardana M. Cholid Mawardi Magvira, Ninin Choridatul Majid, Sulistiya Abd Makaryanawati Malik, Mochammad M. Maqsuda, Janggih Marsi Marsi Martha, Jefry Aulia Mayasaroh, Wingki Megaswarie,, Rosika Novia Momon Sodik Imanuddin Muchamad Rizky Fauzi Mufa'idah, Zanis Nur Muhamad Fitri Muhammad, Wimar Mulyono, Enggal Chairyadi Mulyono, Lia Anggraini Munandar, Asep Nur Imam Mustika, Nilam Sari Muttaqien, Zaenul Nashiroh, Abdillah Agustya Siwi Nasikh Naswan Suharsono Noviawati, Elis Nurani, Aldina Dwi Oktaviani, Rosana Paserena, Karinda Dwi Pertiwi, Miranti D. Pramana, Aditya Pramita, Cindy Pratama, Moch Aziz Prayitno , Muh. Bambang Prayoga, Diding Setiawan Pribadi, Devi Wahyu Prista, Dynda Puji Handayati Puspitasari, Dewi Sinta putri sabella, valma Putri, Erna D. S. Putri, R. Lusi Ariyani Rahman, Fadali Rahman, Iradah Raisa Rahma, Deshinta Ramantyo, Rachmad Nurofiq Renih Hayati Rizkita, Marsya Aulia Rofi’ah, Siti Rohmah, Yaumi Rohman, Muhammad Nizul Ghofur Rohmanulloh, Arif Roidah, Hasna Roziah, Roziah Rusmaji, Rusmaji S Siswanto Sa'diyah, Lailatul Sa'diyah, Lailiyatus Sa.’diyah, Lailiyatus Sa’diyah, Lailiyatus Sabaruddin Sabaruddin Safani, Nabila Putri Sahil, Mawardi Abi Salsabila, Nadhira Ghea Saodih, Cahya Saptono Hadi, Saptono Sarjana Sarjana Sa’diyah, Lailiyatus Selviasari, Rike Seno Basuki Setiawan, Usep Setyawati, Ira Shiddiqy, Isymayati Ash Siti Nurul Aidil Fitri, Siti Nurul Soleha Soleha Sopiah, Sopiah Sopiah, Sopiah Sri Utami Sriarianie, Sriarianie Subhan, Ega Saiful Sudarmiatin Sudarsono, Naswan Sugangga, Rayyan Sulton Sholehuddin, Sulton Supriono Supriono Susanti*, Wilda Susilawati, Susilawati Sutomo Sutomo Syarifuddin, Yuda Tan, Emily B. Umagapi, Dara Anindya Putri Umami, Nailariza Utami, Rizki Amalia Wahyu Dede Gustiawan Wanitri, Ratih Indah Warsito Warsito Warsito Wening Patmi Rahayu Wibowo, Nyuherno Aris Widyaningrum, Santi Wisnu Wardhana, Ludi Wulandari, Selvina Junia Yanti, Anita Andri Yati Nurhayati Yaum, Lailil Aflahkul Yermias Duha Yudiarto Perdana Putra, Yudiarto Perdana Yusuf Yusuf Zulvia, Evi