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Journal : Building of Informatics, Technology and Science

Perbandingan Performa Algoritma NBC, C4.5, dan KNN dalam Analisis Sentimen Masyarakat terhadap Krisis Petani Muda pada Media Sosial Facebook Nurkholis, Nurkholis; Permana, Inggih; Salisah, Febi Nur; Mustakim, Mustakim; Afdal, M
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6082

Abstract

In Indonesia, young farmers face various challenges and crises that hinder the growth and sustainability of the agricultural sector. They face obstacles such as lack of access to capital, limited technology, climate change, and low selling prices for their crops. In addition, they also often face problems in obtaining accurate and relevant information in an effort to facilitate better decision-making in agricultural businesses, so that the interest of young people today to become farmers is decreasing. The study aims to Compare the Performance of NBC, C4.5, and KNN Algorithms in the Analysis of Public Sentiment towards the Young Farmer Crisis on Facebook Social Media. The application of the K-Fold Cross Validation method is (K = 10). Sentiment analysis is carried out with 3 labels (positive, negative, and neutral). The data used in making the classification model (data from preprocessing the stemming column) using (Google Colab) amounted to 4,878 data with Positive sentiment of 43.13% (2,104), Neutral 39.59% (1,931), Negative 17.28% (843) from the initial data without nested comments, which is 4,981 and the total number of Facebook data is 2,900 likes, 6,700 comments, and 3.3 million viewers. The accuracy of the NBC algorithm is 57.32%, the C4.5 algorithm is 98.42%, and the KNN algorithm (K = 19) is 97.33%. It can be concluded that the results of the comparison of the performance of the three algorithms using (Rapidminer10.3), the C4.5 algorithm gets a higher accuracy of 98.42% and is superior because it produces a decision tree.
Co-Authors - Sutrisno Abdul Aziz Achadi Budi Santosa Adnin, Falya Affandi, Arlisya Tika Afifah, Nisah Agus Hadi Prayitno agustina, clara Aini, Sitti Nurul Akhmad Sodiq Almira, Aisyah Aluna, Aluna Am, Andri Nofiar Andri Veno Andriani, Mira Andriono, Rian Anggraini, Rosalina Yuri Ani Susilawati Anzaikhan, M. Apriliani, Ribka Armainingsih, Armainingsih Ashshofiyyah, Nida’un Taqwiyani Asmuni, Ahmad Asrianto, Noor Atmanto, Arif Puji Aulia, Anggi Aziz Mustofa Anwar, Abdul Aziz, Anita Pipit Azmina, Nurul Badarudin, Wahyu Baehaqi Bahri, Abdul Bambang Irawan /E21207042 Bawono, Ari Belia Afifah Boris Kaido Brodjonegoro, Bambang P. S. Budi Prasetyo Cahyani, Dian Ayu DADIK PANTAYA Darmawan, Yogi Datik Lestari Dewi, Fitria Dewi, Mutiara Sri Dianasari Dianasari, Dianasari Diel, M. Martono Djubaedi, Dedi Dwi Agus Setiawan DWI SURYANTO Dzulhijjah Yetti Edy Mintarto, Edy Elmonita, Yudhanoorsanti Endang Mardiati Erfan Kustiawan Eti Nurhayati Fadila, Nurul Fadlullah, Fadlullah Faliandra Tanjung, Muhammad Ridho Far’am, Farah Nadiyah Yunivia Fatah, Panji Rizalul Febi Nur Salisah Febrianton, Adi Fenty Kurnia Oktorina Ferry Ahmad Ardiansyah Fina Nasari Firdaus, Muh. Fitri Fitri Fitri, Zilvanhisna Emka Furoidah, Aniq Jihan Ghufron Abdullah Girsang, Gracelyanti habibie, indra Hariadi Subagja Hary Septianwari HASAN SUBEKTI Hasanah, Niswatin Hasanah, Risnatun Hendra Yufit Riskiawan Herawati, Teti Hikmah, Siti Nur Husna, Ainun Husna, Jannatul I Wayan Dasna Idham Kholid Ilyasa, Raihan Imam, Shokhirul Inggih Permana Ketty Suketi Kisai, Andi Ali Krisnawan, Gede Kurnia, Maya Dewi KUSTILO, ANTON Kusumawati, febriana Tri Labudasari, Erna Lilik Purwanti M, Saripuddin M. Afdal M. Ibnu Fajril Jabin, M. Ibnu Fajril Made Aristia Prayudi Manjayati, Era Sapitra Alifiana Maryamah, Siska Marzuki Noor, Marzuki maya weka santi, maya weka Meidiana Dwidiyanti Merry Muspita Dyah Utami Miskah , Desti Aulia Mu’in, Juhri Abdul Mubarok, Fikri Shofin Mubin, Muh Fatkul MUHAMAD, NUR Muhammad Amin Muhammad Junaidi Muhammad Ridwan Muhammad Syaifullah, Muhammad Mulyantoro, Cahyo Dwi Munawar, Endang Munzil Mustakim Mustakim Mutaqin Mutaqin Nawang Wulandari, Nawang Nimatulloh, Abdul Aziz Ningsih, Niati Nining Haryuni Nitsae, Oli Gretia Noviana, Umi Noviyanti Noviyanti, Noviyanti Nur Ilman, Eprian Nurani, Anggun Nurfuadi Nurfuadi Nurhasan Nurhasan, Nurhasan Nursyirwan Nursyirwan Nurul Fachriyah nurul khotimah Nusantoro, Suluh Pangabean, Della Rosa Pangestu, Erlyawan Perdana, M.Alkadri Pratiwi, Anggi Eka Pratiwi, Bety Dwi Pribadi, Antoni Prihandini, Agnita Prihatiana, D Prijanto, Tulus Priyono Priyono Pujianto, Eko Dwi Puspita, Erina Ayu Puspitasari, Nur Wahyu Putra, Adestya Bismandoko Haryantono Putra, Arildwika Putri Handayani PUTRI, DINI AMALIA Putri, Diva Aurelia Putri, Novita Andaresta Putri, Rini Ananta Putriana Salman Raden Mohamad Herdian Bhakti Rahmad Akbar Rahman, Fadhli Rahmawati, Ristia Aprisida Refa Firgiyanto Retno Lestari Riansyah, S Riwan Kusmiadi, Riwan Rizki Amalia Rizki Amalia Nurfitriani Rizkiyah Rizkiyah, Rizkiyah Rizky, Oldi Dwi Maulana Rofi’ah, Wasilatur Rokhmad, Rokhmad Rosmegawaty Tindaon Rukhshah, Muhammad Sabilah, Sabilah Saechon, Saechon Safitri, Nurul Emil Saftantri, Dwi sandiko, sandiko Saputro, Arif Slamet Sari Atmini Saripuddin Muddin Satriya Pranata Septiyani, Rani Setiana, Diana Sholihati, Vivit SITI NURUL HIDAYATI Sofhiatul Aliyah, Hida Sono, S. H Suci Suci, Suci Suci Wulandari Sudarman Sudarman Sudarsono, Ratria Anggraini Sudiyatno Sudiyatno Sugianto Sugianto Sulistiyaningsih Sulistiyaningsih Sulistyo, Indah Surjani Wonorahardjo Susanti, Iwin Susanto, Salwa Rianti Susiati B. Hirawan Sutisno, Aliet Noorhayati Sutrisno T Sutrisno, T Syahid, Akhmad Syaiful Iqbal Theo Mahiseta Syahniar Utari, Enggar Wahyono, Nanang Dwi Wijaya, Fransisca Januarumi Marhaendra Wijono Wijono Winarso D. Widodo Wiranata, Fajar Adi Wiwin, Desak Wiwin, Desak Wulan Fitri Utami, Wulan Fitri Wulan Fitri Utami, Wulan Fitri Wuri Nugrahini, Asadila Pratama Zaenal Arifin Zaki Baridwan Zebua, Ester Oniati Zubir, Zubir Zuhri, Mohammad Zuhriyah, Faizatuz Zukhruf, Muhammad Sulthan Zulfi Amaliah, Ratu Zulfikar