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Journal : JURNAL SISTEM INFORMASI BISNIS

Optimization of Prediction for Cancellation of Hotel Room Reservation Using Decision Tree with Feature Selection and Resampling Rahmawati, Eka; Nurohim, Galih Setiawan
Jurnal Sistem Informasi Bisnis Vol 15, No 2 (2025): Volume 15 Number 2 Year 2025
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/vol15iss2pp211-215

Abstract

The hotel industry is highly competitive and faces challenges, such as fluctuating demand, intense competition, and shifting consumer preferences. One critical issue that hotels frequently encounter is the cancellation of room reservations, which disrupts operational planning and resource management and leads to significant financial losses. Accurately predicting the likelihood of reservation cancellation is essential to mitigate these negative impacts and optimize revenue management strategies. This study focuses on the development of a predictive model for hotel room reservation cancellations using a decision-tree algorithm. The Decision Tree was selected for its ability to manage complex relationships between variables and ease of interpretation, making it accessible to hotel managers without technical expertise. To enhance the performance of the model, a forward selection technique was employed to identify the most relevant features, ensuring a balance between the model complexity and predictive accuracy. Additionally, resampling techniques were applied to address class imbalance in the dataset, which is common in cancellation cases where non-cancelled reservations outnumber cancelled reservations. This study explores the prediction of hotel room reservation cancellations using a decision tree algorithm enhanced by feature selection and resampling. The model achieved an accuracy improvement to 90%, with precision and recall each increasing by 5,5% after applying these techniques. These findings suggest practical applications for improving cancellation predictions and optimizing revenue management strategies for hotels. The study provides insights into how data-driven approaches can enhance decision-making processes within the competitive hospitality industry.
Co-Authors A. Kemal Riza A.A. Ketut Agung Cahyawan W Adani, Dinabilah Adani, Dinabilah Adi Wibowo Afriani, Yulia Agustina, Risqi Amalia Ahmad Arief Ahmad Arif Ahmad Fauzan Ahmad Shofiyuddin Ichsan Akbar, Khilda Ngiliya Akhmad Syukron Al-Maliki, Muhammad Alwi Al-Maliki, Muhammad Alwi Alfiandra Alfiandra, Alfiandra Amir Mahmud Amlah, Amlah Ananda, Delya Saski Anggia Suci Pratiwi Aprillia, Della Arie Anggraini Arya, Ghaitsa Zahira Asikin, Siti Badria` Asrodin, Mukhammad Astin Nur Hanifah Asyari, Utep Aulia R, Vina Ayu Fitriana Ayu Puji Lestari Budi Hendrawan Budi Warsito Candra Agustina Chandra Kesuma Damayanti, Arista Desy Aryani Putri Aryani Putri, Desy Aryani Putri Dewi Rosariah Ayu Dewi, Bela Purnama Dewi, Chitra Dian Puspita Sari Dian Sari Drianti, Astik Dwijayani, Lidya Dwiza Riana Eka Afrika Eka Intan Fitriana Ekaria, Titin Erita, Melli Ernawati Ernawati F, Nanda Laelatul Fadli, Mohamad Fairuzy, Rifda Fatmawati, F Fauzi Ahmad Muda Fauziah, Gaitsa FIKA MINATA WATHAN Firdausa, Ummi Sauqinna Fitria, Febby Zuriani Fransisca Natalia Galih Setiawan Nurohim Ghazali, Puspa Liza Gian Sugiana Sugara, Gian Sugiana Gunawan Budi Sulistyo Hadi Pratomo Hadijah Hadijah Handayani, Sri Hardyanti, Dini Harisman, Gani Haryati Haryati HELNI ANGGRAINI Henny Sanulita Hermadianti, Nisa Hertanti Indah Lestari, Hertanti Indah Hutasoit, Julinda Imami Nur Rachmawati Inayah, Maudila Ince Raden Indah Anisykurlillah Indraini, Putu Lusita Nati Indri Neforawati, Indri Indriani, Putu Lusita Nani Intan Saputri, Meida Irdamurni ismu nandar Ismunandar Jamiyatun, Jamiyatun Kancanadana, Galuh Karno Karno Khasanah, Aswatun Khoiriawati, Novi Khusnul H, Resya Fauka khusnul khotimah Komala Sari, Siti Nur Kurniasih, Sinta Kusuma, Ana Dwi Kutiah, Kutiah Laksmi Dewi, Laksmi Lasmijiani, Lasmijiani Latama, Arfah Latif, Farida Linda Setiawati, Linda Linda, Aulia Nova Lusiyanti, Ayang Maharani Maharani, Maharani Mariati, Piska Mastina, Mastina Mayangsari, Ita MERISA RISKI Meta Anggraini Mildaratu, Mildaratu Mudrikah, Ika Muhammad Muhajirin, Muhammad Muhammad Subhan Mujiarto, Mujiarto Murniati . Mutiah Mutiah Mutiara Hikmah Mutmainnah, Putri Nabila, Dita Dwi Nikman Azmin Ningsih, Arfita Nita Aryani Noviyanti, Toyiba Nurdian Susilowati Nurhaedah Nurhaedah Nurhanifah Nurhanifah Nurhasanah Nurhasanah Nurlaeli, Nurlaeli Nurmiati Nurmiati Pesihatu, Jumeiyanti Fajar Sitta Prabowo, Dimas Luhur Aji Pratiwi, Cici Pujiono, Topan Purwanti, Shandy Novilya Puspita Sari, Erma Putra, Alfariza Dwi Mandala Putri, Mirta Dwi PUTU LUSITA NATI INDRIANI Qodriyah, Indah Nor Rachmadiah, Yudith Ragil Wijianto Rahmadani, Sendy Pratiwi Rama, Faby Toriqir Rama, Faby Toriqir Ratna Dewi Reffi Dhamayanti Rifaldi, Ari Risda Amini Riswanti, Riswanti Rizki Amalia Rochyat, Erwin Arief Romadhon, Muhammad Rose Handayani, Vembria Rosmiati Rosmiati Rusmini, Siti Sabriana, Riska Samsinar Samsinar Saputro, Iksan Adi Sardiarinto Sardiarinto Sari, Erma Puspita Sari, Noor Vita Sartika S, Titin Dewi Sartika, Veira Delli SENDY PRATIWI RAHMADHANI Sholikah, Marhatun Sintia, Tia Siti Aisyah SITI AISYAH HAMID Sitta Pesihatu, Jumeiyanti Fajar Solekah, Khofifah Nur Sonia , Bella Sri Maryati Sri Rejeki Sri Wahyuni Sry Agustina Sunanih Sundari Sundari Suprida, Suprida Supriyadi, Andhi Supriyanta Supriyanta Suryana, Ella Suswati, Lis SYAHRANI SYAHRANI Syamsul Hadi Senen, Syamsul Hadi Syihatinal A, Ahlis Thahirah, Thahirah Timor, Meri Ratna TITIN DEWI SARTIKA SILABAN Treasa, Adisty Dwi Ubaidillah, Amin Usemahu, Nurma Yuni Pary Vembria Rose Handayani Wahyu Ernawati Wahyuni, Ismi Wardani, Rina Winda Istiandini Wiranti, Bhakti Yesi Gusmania, Yesi Yosi Eka Putri Yuliani Yuliani Yunita Kristina Zaenal Abidin