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Nurfia Oktaviani Syamsiah
Universitas Bina Sarana Informatika
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Journal : Building of Informatics, Technology and Science

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Penerapan Ensemble Stacking untuk Peramalan Laba Bersih Bank Syariah Indonesia (BSI) Syamsiah, Nurfia Oktaviani; Purwandani, Indah
Building of Informatics, Technology and Science (BITS) Vol 3 No 3 (2021): December 2021
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (441.227 KB) | DOI: 10.47065/bits.v3i3.1017

Abstract

Univariate data prediction has been done by many researchers with various methods used. The research was conducted using one method, several methods to combine several methods. This research uses several methods and simultaneously combines several methods. The method is by applying the Ensemble, namely Stacking. Meanwhile, the univariate data used is the Indonesian Sharia Bank Monthly Profit Data. This study aims to prove the accuracy of ensemble stacking prediction results by applying the SVM, Random Forest, Neural Network, and General Linear Model algorithms. Based on the results of the study, it was found that by applying Stacking the most accurate results were obtained for predicting univariate time series data (Indonesian Islamic Bank profits), where the RMSE generated was 0.534
Co-Authors Abdul Gani Agustiana, Irma Aldiansyah Anna Anna Anna Apriani Mustika Ardiyansyah Burhanudin Burhanudin Chandra, Hari Dedi Saputra Dominikus Riki Irawan Duta Setiawan Eni Heni Hermaliani Eva Meilinda Fadillah, Sunia Maharani Fara Dina Fara Dina - AMIK BSI Pontianak Febri Wulandari firmansyah, Yoki Fitriani, Nadiya Hamdatun Nupus Imam Muzakki Imroatus Sholikhah Indah Purwandani Ismawan Ismawan Jubaidah Jubaidah Kela Tulvina Lestari, Melda Zulika Lisnawanty Lisnawanty Mahmud Sairan Maulidia Maulidia Muhammad Alghifary Muhammad Nandi Buchari Muhammad Sony Maulana Mutia Rahayu Nanda Diaz Arizona Nila Hardi Nurwahyuni Panny Agustia Rahayuningsih Purwandani, Indah Putri Amalia Raja Sabaruddin Reza Maulana Ria Ulandari Riski Annisa Rokhimin - AMIK BSI Bekasi Romi Satria Wahono Rosmiati, Mia Sarwani Sarwani Siti Nurwahyuni Sri Murni Sumanto, Sumanto Tia Rumanah Tiara Maulida Tri Haryati Umi Faddillah Wahyu Nugraha Wanty Eka Jayanti Weishky Steven Dharmawan Windi Irmayani Yeni Mustika Yundari, Yundari