Article Per Year (5 Year)
p-Index From 2021 - 2026
8.708
P-Index
This Author published in this journals
All Journal JURNAL SISTEM INFORMASI BISNIS PROSIDING SEMINAR NASIONAL ILKOM Jurnal Ilmiah JOURNAL EQUITABLE Jurnal Ilmiah Hijau Cendekia Musamus Journal of Agribusiness Manajemen Agribisnis: Jurnal Agribisnis Jurnal Abdi Insani JURNAL ILMIAH AGRINECA JURNAL RECTUM: Tinjauan Yuridis Penanganan Tindak Pidana GANESHA: Jurnal Pengabdian Masyarakat PROFICIO: Jurnal Pengabdian Masyarakat Golden Ratio of Finance Management Jurnal Sylva Lestari Prosiding University Research Colloquium Journal of Biodiversity and Biotechnology Journal of Community Capacity Empowerment Journal of Rural and Urban Community Studies
Suswadi
Universitas Tunas Pembangunan Surakarta (UTP)
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Earth & Planetary Sciences Economics, Econometrics & Finance Education Energy Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Social Sciences Other

Published : 85 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JURNAL SISTEM INFORMASI BISNIS

 1 
Komparasi Algoritme Random Forest dan XGBoosting dalam Klasifikasi Performa UMKM Moh Erkamim; Suswadi Suswadi; Muhammad Zidni Subarkah; Erni Widarti
Jurnal Sistem Informasi Bisnis Vol 13, No 2 (2023): Volume 13 Nomor 2 Tahun 2023
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21456/vol13iss2pp127-134

Abstract

The Covid-19 pandemic has greatly impacted the whole world, especially Indonesia. Various policies have been implemented starting from the implementation of lockdowns, restrictions on large-scale economic activities, and bans from leaving the region. The economic sector is a sector that has been affected quite a lot, one of which is Micro, Small, and Medium Enterprises (MSMEs). As a result of the Covid-19 pandemic, many MSMEs have suffered losses, so many investors have started to consider investing in MSMEs. Therefore, MSMEs need to know their business performance through potential analysis and financial reports to deal with the economic crisis during a pandemic. This study compares two algorithms namely Random Forest and XGBoosting in classifying the good or bad performance of MSME financial conditions. The performance of the developed algorithm will be improved using hyperparameter tuning to obtain the best parameter combination for each algorithm. In this study, the Random Forest algorithm has an accuracy value of 0.944 and an f1-score of 0.944, while the XGBoosting algorithm has an accuracy value of 0.944 and an f1-score of 0.950. Based on the model with the best evaluation metric, six important features are obtained: the 2021 profit and loss variable, 2020 cash, 2020 liabilities, 2020 capital, 2021 sales, and 2021 liabilities.
Co-Authors Aan Budi Santoso Abdul jalil Achmad Fatchul Aziez AF Aziez AF Aziez Agung Prasetyo Agung Prasetyo Agung Prasetyo Agung Prasetyo Agung Riyanto Agus Budiyono Agustina Tri Suryaningsih Akrom, Akrom Andi Walela Annida Fidiena Aprilia Yuanita Anwaristi Arbianti ARDIANSYAH ARDIANSYAH Arganata Yuda Prastya Yuana Aryani, Alina Dian ATIK NUR FARIDA Damayanti, Adhisty Puri Daryanti David Bagas Riyanto Dewi Gesang Nurlarasati Dewi Wulan Sari Diego Hermacho Dwanita Widodo, Zandra DWI SURYANTO Dwi Susilo Utami Dwi Wahyuni D` Kartikasari Eka Aprilliyanti Elviandri, Elviandri Endang Suprapti Erni Widarti Fadhilah, Muhamad Nur Faustina Yuniastuti Faustina Yuniastuti Fidiena, Annida Handayani Handayani HARTOYO, EKO Haryuni Heriyanto Heriyanto Heriyanto Heriyanto Holyness Nurdin Singadimedja Ismail Aji Eko Cahyono Jalu Ariowibowo Jayawarsa, A.A. Ketut K Prasetyowati K. Prasetyowati K. Prasetyowati KHARISMA A.E.S KUSRIANI PRASETYAWATI Kusriani Prasetyowati Kusriani Prasetyowati Kusriani Prasetyowati Kusriani Prasetyowati Kusriani Prasetyowati KUSRIANI PRASETYOWQATI Latif Mahmudi, Wildana Lutfi Septi Mardiyanti M.Th Handayani M.Th. Handayani Mahananto Majasto Majasto Majasto Moh. Erkamim MTH HANDAYANI Muhammad Nurcholis Alhadi Muhammad Zidni Subarkah Mustaqim Mutiarra Ridyo Arum Nadian Nur Aulia Nadian Nur Aulia Ninda Beny Asfuri Norbertus Citra Irawan Nur Fauzi Permatasari, Dewi Rahmawati Intan Pratiwi Rahayuningsih Puri Damayanti, Adhisty R Soelistijono R.K. Ramadhani Rahmat Catur Haryadi Rahmat Catur Haryadi Rahmawati Intan Permatasari, Dewi Raniasari Bimanti Esthi Ratih Dwi Kartikasari Ratih Dwi Kartikasari Riza, Wahyu Friyonanda ROHMAWAN HENDRIASTO S Sutarno S. SUTARNO Sahrifudin, Muhammad Angga Samuel Randamuluk Sapto Priyadi Sari, Y.E. Sekarani, Fadhilla Setie Harieni Shuwaifi, Ahmad Supartini Supartini Susilaningtyas Budiana Kurniawati sutarno Sutarno Sutarno R Sutarno Sutarno Sutarno Sutarno Suyanti T. Nurrokhim Tamalia Azzahra Wahyuningtyas Tanjung Kusumaningrum Teguh Supriyadi Teguh Supriyadi Tyas Soemarah K.D Tyas SOEMARAH KURNIA DEWI Tyas Soemarah Kurnia Dewi Utami, Rosita Tri Vynysha Maretha Enjellhyna Slamet Riyadi Warsina, W. Wiwik Handayani Wiyono Yulianingrum, Aullia Vivi Yuniastuti, Faustina Zahrul Yunus