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Noor Latifah
Universitas Muria Kudus
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Journal : Jurnal Sistem Komputer dan Informatika (JSON)

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Pemanfaatan Metode Decision Tree dengan Algoritma C4.5 Untuk Prediksi Potensi Kunjungan Wisatawan Iman, Hadad Karsa Nur; Latifah, Noor; Supriyono, Supriyono; Nugraha, Fajar
Jurnal Sistem Komputer dan Informatika (JSON) Vol 5, No 3 (2024): Maret 2024
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v5i3.6684

Abstract

This research aims to predict potential tourism visits in Pati Regency, Indonesia, utilizing data mining methods, specifically the Decision Tree with the C4.5 algorithm. The significance of the tourism sector in a region's economy and sustainability, along with the potential of data in formulating more effective and targeted strategies and decisions, motivated this objective. The initial experiment results demonstrated the superior performance of the Decision Tree C4.5 method in predicting potential tourism visits in Pati Regency, with an accuracy of 96.42%, precision of 96.42%, and recall of 96.66%. This performance exceeded the Naive Bayes method, which yielded an accuracy of 82.14%, precision of 84.49%, and recall of 83.07%. The research highlights the potential of data mining methods in the tourism sector, especially for predicting tourism visits. The results are expected to assist stakeholders in formulating more effective strategies and decisions, contributing positively to the wider development of the tourism sector.
Pemanfaatan Metode Decision Tree dengan Algoritma C4.5 Untuk Prediksi Potensi Kunjungan Wisatawan Iman, Hadad Karsa Nur; Latifah, Noor; Supriyono, Supriyono; Nugraha, Fajar
Jurnal Sistem Komputer dan Informatika (JSON) Vol. 5 No. 3 (2024): Maret 2024
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v5i3.6684

Abstract

This research aims to predict potential tourism visits in Pati Regency, Indonesia, utilizing data mining methods, specifically the Decision Tree with the C4.5 algorithm. The significance of the tourism sector in a region's economy and sustainability, along with the potential of data in formulating more effective and targeted strategies and decisions, motivated this objective. The initial experiment results demonstrated the superior performance of the Decision Tree C4.5 method in predicting potential tourism visits in Pati Regency, with an accuracy of 96.42%, precision of 96.42%, and recall of 96.66%. This performance exceeded the Naive Bayes method, which yielded an accuracy of 82.14%, precision of 84.49%, and recall of 83.07%. The research highlights the potential of data mining methods in the tourism sector, especially for predicting tourism visits. The results are expected to assist stakeholders in formulating more effective strategies and decisions, contributing positively to the wider development of the tourism sector.
Co-Authors - Supriyono Achmad Fauzi Adiyono, Soni Adzani Ghani Ilmannafian Agus Tiyo, Muhammad Savra Ahyudiya, Higan Nanda Ainur, Ghefira Al Maududi, Abul A'la Al-Maududi, Abul Ala Andi Agus Setyawan Andinie, Lilian Bunga Andriawan, Yogi Andriawan, Yogi Andy Prasetyo Utomo Anggraeny, Wahyu Kartika Annas Fatia, Imelda Anteng Widodo Anwar Mallongi Aprilia, Tyas Ardila, Septiyani Arfiyan, Farel Dani Arif Setiawan Arinda, Yosi Duwita Ariyanto, Januar Asih, Erny Atik Rokhayani Budi Cahyo Wibowo Dermawan, Fariz Dian Aditya Diana Laily Fithri Diana Laily Fithri Dihartawan, Dihartawan DWI RAHMAWATI Effendi, Luqman Eko Darmanto Elsya Vera Indraswari Erlina Nofianti Ernyasih, Ernyasih Fajar Nugraha FAJAR NUGROHO Fajrini, Fini Fatmala, Indah Fauzi, Sa'ad Fauzia, Ghina Zahrotul Fawwaz, Muhammad Taufiq Ferry Ferdiansyah, Ferry Ghufriyyah, Shinta Gilang Anugerah Munggaran Gudnanto Hakim, Chaerul Wisnu Handayani, Rosmawati Herdiansyah, Dadang Herlina Sari, Nurya Hidayat, Hilmi Bayu Higan Nanda Ahyudiya Ida Ayu Putu Sri Widnyani Ika Friscila, Ika Imam Abdul Rozaq Iman, Hadad Karsa Nur Irawati, Diana Izzatul Wahyuningsih Jaksa, Suherman Juhazty, Meti Brendha Kharisma, Dayu Swasti Kristiana, Isha Desty Kurniasari, Nita Kurniawan, Rizky Dwi Kusumawardhana, Muhammad Anton Laily Fithri, Diana Lina Anjelina Lisa Rachmawati Lubis, Anwar Lukito, Aji Lusida, Nurmalia Madiana, Tiara Septya Mariatul Kiptiah Marlina Oktaviani Maulidiawati, Chyntia Melviani, Melviani Mochammad Imron Awalludin Mubarrizi, Nor Muhammad Muhammad Muhammad Arifin Muhammad Firdaus, Ricko Muhammad Indra Darmawan muhammad rizky, muhammad Muhammad Shofiyuddin Munawaroh, Vika Aulia Munaya Fauziah Nadiva Naifa Najla Nafi’ Inayati Zahro Nastiti, Kunti Natashia, Dhea Noor Yulita Dwi Setyaningsih Norfatah, Dzikri Novanto, Ilham Setyo Nujulla, Puspa Odang, Maulidina Salsabilla Pawestri, Hasna Pratomo Setiaji Purwanto, Ari Joko Putri Kurnia Handayani Putri, Vivinda Trisnowati R Rhoedy Setiawan Rahman, Nisa Aulia Rayhana, Rayhana Restu Prayoga, Hendrika Rike Syahniar Rina Fiati Rina Saputri Rohama, Rohama Romadhon, Zainur Romdhona, Nur Setyawan, Andi Agus SG, Hardiman Shofiani Dwi Natalia Slametiningsih, Slametiningsih Sofian, Ahmad Soni Adiyono Srisantyorini, Triana Suherman, Suherman Sulistina Rini Supriyono Supriyono Supriyono Suryaalamsah, Inne Indraaryani Sutono Sutono Sutono Syafiul Muzid Triya Adzani Maulidina Tutik Khotimah Viki Muliawati Wulandari Wahdah, Rabia Wiwit Agus Triyanto Wulandari, Berliana Adya Yudie Irawan Zakaria Mubarok, Adhi Zen, Azizah Zulfa Himmatul Ulya