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Syarifuddin
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Journal : Jurnal Ilmu Komputer

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Analis Data Penjualan Tiket Pesawat Ke Jepang Menggunakan Classic Machine Learning Pada PT. TTD Syarifuddin
Jurnal Ilmu Komputer Vol 2 No 2 (2024): Jurnal Ilmu Komputer (Edisi Desember 2024)
Publisher : Universitas Pamulang

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Abstract

Airline ticket sales to Japan is an important topic in the ever-evolving travel industry. The unpredictable demand for airline tickets is a common challenge in the aviation industry due to many complex and variable factors. This research analyzes the data on airline ticket sales to Japan using classic machine learning approaches. The data used for the research are the airline ticket sales to Japan in 2022 and 2023 for Japan Airlines and All Nippon Airways. Classical methods such as classification were applied to identify factors influencing the ticket sales patterns. The collected data was cleaned and organized to obtain a dataset for use in Machine Learning with the K-Nearest Neighbors, Naïve Bayes, and Decision Tree algorithms. After evaluating the models created using these three algorithms, the evaluation results with prediction models, model test & score, and confusion matrix, showed that the K-Nearest Neighbor algorithm achieved the highest values compared to the Naïve Bayes and Decision Tree algorithms with an accuracy of 99.5% (model predictions evaluation) & 98.9% (model test & score evaluation). The majority of ticket sales to Japan were for JAL flights, economy class tickets, and spring season being the most popular choices. The conclusion from this data is that Japan Airlines holds a strong market share in ticket sales to Japan
Co-Authors Abdin Abdul Khair Abdul Lutfi Abdus Salam, Abdus Abustani Ilyas Achmad Rahmani Ade Darmawan Ade S. Anhar Afifah Ahmad Ahmad Arif Romadhoni, Ahmad Muchlis Ahmad Sirulhaq Ahmad Yunus Ahmad, Lukman Akhsan Hamka Al-faruq Ramadan, Muh Alam, Ade Ikhlas Amal AlBahri, Fauzan Putraga Ali Murtadho Alif Bachtiar Pamulaan Alif Bahtiar Pamulaan Aliyah, Nurul AM, Andi Wahdania Amaliah, Supi Amiruddin Andi Anhar, Ades Anshar Daud Anthonius L.S. Haans Apit Fathurohman Ardianti Arham, Muhammad Arifin, Afdal Aris Baharuddin Aris Iwansyah Arpan Mualief Saprizal Asmarita Aulia Rachmah Awal, Muhammad Azhar Bahruni . Balqis Edenia, balqisedenia Belay Sitotaw Goshu Binti Khalid, Khaleeda Iman Burhanuddin Caniago, Lestari Carolina, Destri Caroline Caroline Catur Sugiarti Putri Cut Ita Erliana Darmawan Darmawati Darmi Darwati, Dedek Susi Darwis Said, Darwis Dayanti, Irma Dian Indriani Dian Riani Said Djoko Waluyo Durahim, Darwis Eliza Elpisah Erry Donneli Erwin Mansyur Ugu Saraka Esti Susiloningsih Fadhilah, Ayu Fahruddin Fajar Novia Husnanto Fandi Ahmad Faris Hamid Matar Fathoni, Mokh Fathurrahmad Febrianti, Intan Fikri, Muntazul Fuaduddin Gregorius Amori Gunawan H. Herman Haedar Akib Haerati Hanawi Haris Harlina Hartati, Meri Hartono Hartono Hasnawati Heri Hadi Saputra Hermansyah Hersiyati Palayukan Hikmatu Ruwaida Hilda Febriyani, Siti Husni Mubarak Ikmal Maulana Imilda Indah Sulistiani Indirwan Indrawan Iqbal, Taufiq Iriyanti Irwan Islam, Fahrul Ismail Ismiyati, Ismiyati Iswari, Zara Devinda Jannah, Rhauzatul Jarulis Jarulis Jauhari Jeferson, Boling Juliana Juliawati Junaidin, Junaidin Kamilah, Santi Nurul Kasmin, Muhamad Kurdiati, Lintang Auliya Lestari, Virny Dwiya Lukman Hakim M, Hunaidah M. Alfarisi M. Aras M. Arfa M. Sapuan M.Hafiz Feria Nanda M.Rullyan Surachman Maharani, Zulfia Mahsun Manora, Elsa Mardiana Napirah Mauizdati, Nida Maulana Syafi'i Maulidia Khairunisah Mayadiana Suwarma, Dina Mei Indra Jayanti Miftachul Taubah MIFTAHUL JANNAH Mirham Imamsyah Moh. Zaiful Rosyid Mohamad Mustari Muh. Yunus Muhammad Muhammad Ajiseftian Suryatama Muhammad Yaasiin Raya Muhammad Yazidus Syukri Muhammad Zainuddin Mursalin . Murtadho Emzaed, Ali Musdalifah ZA Nadiyah, Jamilatun Naim Naimah Paronda Nasruddin Nazilla, Sazkia Nimah, Lailatun Ningsih, Diarti Andra Noneng Nurhayani Nor Anisa Nor Annisa Novi Mailidarni Novi, Novi Mailidarni Novri Hanafiah Nur Hidayah Nur Hikmah Nur Indah Sari Nurdin NURHASAN Nurhayati Nurhikma, Nurhikma Nurjannah Nurjannah Nurwahidah Nyi Dewi Puspitasari Oktaviani, Yasmin Pasopati, Rommel Utungga Patrajaya, Rafik Pendong, Lexi Majesty Pertiwi, Endah Mustika Pradwinata, Ricky Purba, Mortigor Afrizal R Nurhayati R, Irawan Rahmah Rahmat Rahmat Afrizon Harianja Rahmawati Rahmi Ulfa Rani Mega Putri Ratna Ayu Damayanti Rezkiyah Hoesny Riningsih Riswan Jaenudin Ritonga, Yusran Efendi Rizky Maudy Anggraini Rizqi Shofar Attaka Rizwan Rosa, Evira Rosalina Rudy Irwansyah Rusmanah, Enok Sahril Saipul Hamdi Salmawati Salsabila Andini Putri Santiria, Silvia Saputra, Rudy Juli Sartina SELLY SIPAKOLY Shavira Zalshabila Simbolon, Angelita Mutiara SITI LATIFAH Siti Syarifah Wafiqah Wardah Siti Tiara Maulia Sitti Nur Alam Sitti Rahmayani Sofie Maria Ulfa Desvy Kurniasari Soni Suardi Sri Murwani Sri Resky Fitriany Sri Sumarni Sri Umi Lestari Sri Wahyuni Sri Wahyuni Nur St Rahmah Suci Amal Sudarsifa, Nurul Annisa Sudirman P Sudirman Wilian Sukariasih, Luh Sukri Sulaiman Sulistiani, Indah Sumardi Suroso Suwito, Agus Syahru Ramadhan Syaifullah Syamsul Rizal Syarifudin Tahang, La Takda, Amiruddin Takdir Takdir, Takdir Tasliati Djafar Taslim Taslim Tasya Aspia Tugiyo Tumpal Manik Ulfa Sir, Nadia Umar Umar Umar Usman, Hasmawati Ute, Nilawati Wafa Kamila wahid Wali , Muhammad Waty, Arlyana Marhaendra Wendy Wiraganti, Risna Wisudawan, Edwin Wiwin Fakhruddin Yusuf Yastrid Yulitah Yunus, Muh Yuslinaini Zaerofi, Afif Zaid Zaikin, Muhammad Zulfa Hidayatin Zulfan Zulfi Imran Zulhelmi Zulkarnaini Jalil