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All Journal Teknika Techno.Com: Jurnal Teknologi Informasi MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) TEKNOLOGI: Jurnal Ilmiah Sistem Informasi Prosiding SNATIKA Vol 01 (2011) Register: Jurnal Ilmiah Teknologi Sistem Informasi Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JOURNAL OF APPLIED INFORMATICS AND COMPUTING Journal of Honai Math JURNAL INSTEK (Informatika Sains dan Teknologi) Jurnal RESISTOR (Rekayasa Sistem Komputer) Explore IT : Jurnal Keilmuan dan Aplikasi Teknik Informatika Jurnal Pengabdian Al-Ikhlas Jurnal Informatika dan Rekayasa Elektronik Soeropati: Journal of Community Service IICS Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Inovasi Pengabdian dan Pemberdayaan Masyarakat Dedikasi Saintek Jurnal Pengabdian Masyarakat Jurnal Krisnadana Information Technology Education Journal Nusantara Journal of Computers and its Applications Journal of Information Technology and Cyber Security Engagement: Jurnal Pengabdian Kepada Masyarakat CYBER-Techn(Jurnal Informatika dan Industri) DEDIKASI SAINTEK Jurnal Pengabdian Masyarakat
Lukman Hakim
Universitas Yudharta Pasuruan
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Mathematics Nursing Public Health Social Sciences Other

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Feature Selection Based on Artificial Bee Colony and Gradient Boosting Decision Tree for Hotel Reservation Cancellation Prediction Using Random Forest Baroah, Hamida Maulana Lailatal; Hakim, Lukman
MATICS: Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Vol 16, No 2 (2024): MATICS
Publisher : Department of Informatics Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18860/mat.v16i2.28862

Abstract

This study focuses on predicting hotel booking cancellations using machine learning to improve accuracy and operational efficiency. The methods used include Random Forest, Artificial Bee Colony (ABC), and Gradient Boosting Decision Tree (GBDT). ABC, which excels in optimization but is prone to local optima, is combined with GBDT for feature selection. The dataset used is Hotel_Bookings from Kaggle, with 119,390 entries and 28 features. The data is processed through cleansing, normalization, and split into 75% for training and 25% for testing. Feature selection is performed using ABC and GBDT, and the prediction model is built using Random Forest. Model evaluation using confusion matrix and metrics like precision, recall, f1-score, and accuracy shows accuracies of 86.17% and 86.65% for ABC and GBDT, respectively. Increasing the number of trees and features generally improves model performance, with feature selection showing significant performance improvements compared to models without feature selection.
Co-Authors Achmad Afifuddin Agus Prianto Ahfa, Mokhamad Isna Marzuki Ahwan, Zainul Ainiyah, Roisatul Aliansyah, Zulhaj Amang Fathurrohman Amang Fathurrohman Aminatuz Zuhriyah As'idah, Fizriyatul Bachtiar, Mochammad Alvin Tri Bagus Hari Sugiharto Bagus Hari Sugiharto Baroah, Hamida Maulana Lailatal Cahya Bagus Sanjaya Candra Adi Lesmana Deby Rizky Prihatini E Ernawati, E Ernawati Evy Kamilah Ratnasari Fafit Rahmat Aji Firda Nur Aisyah Fitrianawati, Meita Hapsari Titi Palupi Imam Syafi’i Imam Wahyudi Farid Khoilil Fitria Lilis Trisnawati Lutfi, Moch. M Dayat M. Daimul Abror M. Ikmal Farih Miftahul Huda Miftahul Huda Misbach Munir Moch. Lutfi Mochamad Hasyim Muh. Aniar Hari Swasono Muhammad Faishol Amrulloh Muhammad Imron Rosadi Muhammad Imron Rosadi Mulyono Wobisono Murtadlo, Kholid Nabilah, Lailatun Novitasari, Tri Wahyu Nur Robiah Nofikusumawati Peni Prayoga, Resdi Hadi Prayoga, Resdi Hadi Rahayu, Silvia Indah Resdi Hadi Prayoga Ridha, Faishal Ananta Roisatul Ainiyah Seviya, Trisna Siti Mutrofin Sulhan, M. Swasono, Muh Aniar Hari Syarwani, Muhammad Syukur Sugeng Apriwiyanto Tiara Meylinda S Yusebla, Agil