Prediksi Harga Saham Bank BCA Menggunakan Prophet

  • Beno Jange * Mail STMIK Dharmapala Riau, Pekanbaru, Indonesia
Keywords: Prediction; Stock Price; Bank BCA; Prophet

Abstract

This study aims to test the Prediction of Bank BCA Stock Price using the Prophet. Prophet is a model for generating forecasts based on historical data. The data in this study is the stock price data of Bank BCA for 4 (four) years, namely from 01-01-2017 to 31-12-2020. The results of this study indicate a fairly good prediction accuracy with a MAPE of 5.37 percent with hyper parameter tunings; predictions are a little less good for several months in 2020 due to the effects of holidays caused by the Covid-19 pandemic and large-scale social restrictions (PSBB)

References

Chan, Wint Nyein (2020). Time Series Data Mining: Comparative Study of ARIMA and Prophet Methods for Forecasting Closing Prices of Myanmar Stock Exchange. Journal of Computer Applications and Research, 1(1), 75-80.

Chandra, Cato & Budi, Setia (2020). Analisis Komparatif ARIMA dan Prophet dengan Studi Kasus Dataset Pendaftaran Mahasiswa Baru. Jurnal Teknik Informatika dan Sistem Informasi, 6(2), 278-287.

Duarte, Diego & Faerman, Julio (2019). Comparison of Time Series Prediction of Healthcare Emergency Department Indicators with ARIMA dan Prophet. Computer Science & Information Technology (CS & IT) Computer Science Conference Proceedings 2019. 123-133.

Garlapati, Anusha & Yaswanth, Nandigama Mani Srikara & Krishna, Doredla Radha & Rahul, Udayagiri & Garlapati, Kavya & Narayanan, Gayathri (2021). Stock Price Prediction Using Facebook Prophet and ARIMA Models. 2021 6th International Conference for Convergence in Technology, 02-04 April 2021.

Jha, Bineet Kumar & Pande Shilpa (2021). Time Series Forecasting Model for Supermarket Sales using FB-Prophet. Proceedings of the Fifth International Conference on Computing Methodologies and Coomunication 2021, 547-554.

Lico, Ledion & Enesi, Indrit & Jaiswal, Harshita. Predictiong Customer Behavior Using Prophet Algorithm in A Real Time Series Dataset (2021). European Scientific Journal, 17(25), 10-20.

Muzakki, Muhammad Afif & Sabila, Muhammad Azra & Sundari, Santi & Wisnuadhi, Bambang (2021). Analisis Algoritma Prophet untuk Memprediksi Harga Pangan di Kota Bandung. Prosidings The 12th Industrial Research Workshop and National Seminar Bandung, 659-664.

Satrio, Christophorus Beneditto Aditya & Darmawan, William & Nadia, Bellatasya Unrica & Hanafiah, Novita (2021). Proceedia Computer Science, 179, 524-532.

Sheeba, Lilly & Gupta, Neha & M, Anirudh Ragavender R & Divya, D. (2021). Time Series Model for Stock Market Prediction Utilising Prophet. Turkish Journal of Computer and Mathematics Education, 12(6), 4529-4534.

Taylor, Sean. J & Letham, Benjamin (2018). Forecasting at Scale. The American Statistician, 72(1), 37-45.

Toharuddin, Toni & Pontoh, Resa Septiani & Caraka, Rezzy Eko & Zahroh, Solichatus & Lee, Youngjo & Chen, Rung Ching (2021). Employing long short-term memory and Facebook prophet model in air temperature forecasting. Communications in Statistics – Simulation and Computation.

Vishwakarma, Ashish & Singh, Alok & Mahadik, Avantika & Pradhan Rashmita (2020). Stock Price Prediction using SARIMA and Prophet Machine Learning Model. International Journal of Advanced Research in Science, Communication and Technology, 9(1), 1-8.

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Published
2021-09-30