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All Journal Jurnal Transformatika Jurnal Informatika dan Teknik Elektro Terapan RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Jiko (Jurnal Informatika dan komputer) Jurnal Riset Informatika INTI Nusa Mandiri Jurnal Sains Komputer dan Teknologi Informasi Jurnal Teknik Informatika (JUTIF)
Teguh Iman Hermanto
STT Wastukancana
Computer Science & IT Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering

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IMPLEMENTASI ALGORITMA LINEAR REGRESSION UNTUK PREDIKSI HARGA SAHAM PT. ANEKA TAMBANG TBK Teguh Iman Hermanto; Imam Ma ruf Nugroho; Muhamad Agus Sunandar; Mochamad Hafid Totohendarto
Jurnal Transformatika Vol. 19 No. 2 (2022): January 2022
Publisher : Jurusan Teknologi Informasi Universitas Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26623/transformatika.v19i2.4396

Abstract

Stock investments that provide high returns, but the higher the benefits offered, the higher the risk that will be faced in investing, especially if it is not supported by knowledge of analyzing stocks. This study utilizes the Data Mining prediction technique with the Linear Regression algorithm on the shares of PT. Aneka Tambang Tbk or ANTM. The dataset that will be used is downloaded through the Yahoo Finance website in the period January 2016 - March 2021. In this study the analytical method used is SEMMA (Sample, Explore, Modify, Model, Assess). With RapidMiner Studio 9.9 tools. The result of testing the RMSE (Root Mean Squared Error) value is 17.135, MSE (Mean Squared Error) is 293.599 and the MAPE (Mean Absolute Percentage Error) value is 1.87%. Based on the MAPE, the accuracy of the Linear Regression algorithm in predicting the stock price of PT. Aneka Tambang Tbk provides high-accuracy predictions.
Co-Authors ahmad fudolizaenun nazhirin Anita Nur Syifa Rahayu Anugrah Anugrah Dede Irmayanti Imam Ma ruf Nugroho Imam Ma'ruf Nugroho Ismi Kaniawulan, Ismi Mochamad Hafid Totohendarto Muhamad Agus Sunandar Muhamad Agus Sunandar Muhammad Rafi Muttaqin Muhyidin, Yusuf Panji Indra Pangestu Salsabilla Choerunnisa Nurzanah Syariful Alam