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All Journal Jurnal Kedokteran Brawijaya CAUCHY: Jurnal Matematika Murni dan Aplikasi El-QUDWAH Jurnal Ilmiah Biosaintropis (Bioscience-Tropic) Indonesian Journal of Artificial Intelligence and Data Mining Bubungan Tinggi: Jurnal Pengabdian Masyarakat Jurnal Cahaya Mandalika Jurnal Syntax Fusion : Jurnal Nasional Indonesia Jurnal Riset Mahasiswa Matematika
Usman Pagalay
Universitas Islam Negeri Maulana Malik Ibrahim Malang
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Education Engineering Environmental Science Languange, Linguistic, Communication & Media Mathematics Medicine & Pharmacology Social Sciences Other

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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

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Prediction Model of Revenue Restaurants Business Using Random Forest Erfan Ainul Yakin; Ririen Kusumawati; Usman Pagalay
Indonesian Journal of Artificial Intelligence and Data Mining Vol 6, No 2 (2023): September 2023
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v%vi%i.24984

Abstract

This research was conducted to predict the level of revenue from the Soto Kwali Pak Wasis restaurant business using Machine Learning. The Random Forest method was chosen because it can predict optimal and fast results with low hardware requirements. Prediction Model results using the Random Forest method resulted in an average accuracy value of 75.4% from a combination of 4 experiments. Thus, the Random Forest method is one of the flexible algorithms and is very suitable for predicting revenue in the Soto Kwali Pak Wasis restaurant business because of its good speed, high accuracy, and requires lower costs.
Co-Authors Ach. Nashichuddin Alfi Nur Rochmatin Alvi Milliana Anggraini, Resti Dwi Anita Ambarsari Ari Kusumastuti Arina Nur Laila Arrofiqi, Muhammad Rosyid Badruz Zamanil Charis Cahyo Crysdian Chilvia Tribhuana Dwi Safitri Dwi Safitri, Dwi Elly Susanti Elly Susanti Erfan Ainul Yakin Fitriyani Fitriyani Heni Widayani Icha Zakiyya Nafisah Roza Juhari Juhari, Juhari Junik Rahayu Khusnul Khamidiyah, Khusnul Laila, Arina Nur Luluk Ianatul Afifah, Luluk Ianatul M Abbas Arriziq Mawaddah, Siti Sakinah Miftakhul Rosidah Mohammad Jamhuri Mokhamad Amin Hariyadi Muhammad Faisal Muhammad Farid Wadjdi Muhammad Khudzaifah Mustaqim, Eka Rifut Nur Nasichuddin, Achmad Pranata, Farahnas Imaniyah Putri Dianwati, Diajeng Maharani Rahmi Annisa Resti Dwi Anggraini Ria Dhea Layla Nur Karisma Ririen Kusumawati Roihatul Mutiah Rosidah, Miftakhul Syafi'ah, Nurus Tribhuana, Chilvia Wirda Anggraini Yusuf Akbar, Ilham