IMPLEMENTASI METODE LONG SHORT TERM MEMORY UNTUK MEMPREDIKSI PERGERAKAN NILAI HARGA EMAS
Abstract
Investment is an activity that is invested or financed with the hope of profit or return in the future. One form of investment is to use gold. Many people are interested in investing in gold. Apart from being quite affordable, investing in gold is also very easy to do and flexible. Gold is included in the low risk investment class because its price movements tend to follow the rate of inflation. This study uses the Long Short Term Memory (LSTM) method to predict the movement of gold prices which will visualize the data in the form of a Line Chart. This study aims to provide decision support material regarding the movement of buying and selling prices of gold through the presentation of data aimed at people who invest in gold. However, real gold price movements cannot be separated from external factors such as the exchange rate of the rupiah against foreign currencies, import export policies and other government policies. There are many influencing factors such as opening price, closing price, adjust close, volume, highs, lows recorded over a certain period of time. Another factor is the Daily Return which can be positive (Grown In Value) and negative (Lost In Value).
References
[1] A. Aulia, B. Aprianti, Y. Supriyanto, and C. Rozikin, “Prediksi Harga Emas dengan Menggunakan Algoritma Support Vector Regression (Svr) dan Linear Regression (LR),” J. Ilm. Wahana Pendidik., vol. 8, no. 5, pp. 84–88, 2022, doi: https://doi.org/10.5281/zenodo.6408864.
[2] R. Kristia Akmal, “Tinjauan Sistematis Untuk Merekomendasi Prediksi Harga Emas,” Maret, vol. 2022, no. 7, p. 18.
[3] Andres Dharma Nurhalim Sutrisno, “Sosialisasi Investasi Emas Di Usia Emas Guna Mewujudkan Masyarakat Yang Sadar Berinvestasi,” J. Abdi Mandala, vol. 1, no. 1, pp. 1–7, 2022.
[4] G. D. Mishra et al., “EMAS position statement: Predictors of premature and early natural menopause,” Maturitas, vol. 123, pp. 82–88, May 2019, doi: 10.1016/j.maturitas.2019.03.008.
[5] D. Yuniarti, “Globalisasi Ekonomi Dan Moneter Syariah Di Regional Asean: Perspektif Politik Ekonomi Islam,” Cross-border, vol. 4, no. 1, pp. 608–628, 2021.
[6] Y. Yuwono, “Investasi Saham Blue Chip Pada Masa Pandemi Covid-19 Di Indonesia,” Media Mahard., vol. 19, no. 2, pp. 244–254, 2021, doi: 10.29062/mahardika.v19i2.252.
[7] K. Ali, D. R. Sari, and R. Putri, “Pengaruh Inflasi Nilai Tukar Rupiah Dan Harga Emas Dunia Terhadap Indeks Harga Saham Pertambangan PadaBursa Efek Indonesia (Periode Tahun 2016-2018),” J. Bisnis Darmajaya, vol. 5, no. 2, pp. 90–113, 2019.
[8] I. A. Ula, Pemodelan volatilitas harga emas dan kurs USD menggunakan metode constant conditional correlation multivariate garch. 2021. [Online]. Available: http://digilib.uinsby.ac.id/id/eprint/48992
[9] I. Alkahfi and K. Chiuloto, “Penerapan Model Gated Recurrent Unit Pada Masa Pandemi Covid-19 Dalam Melakukan Prediksi Harga Emas Dengan Menggunakan Model Pengukuran Mean Square Error,” Snastikom Ke 8, vol. 8, pp. 225–232, 2021.
[10] H. I. N. Lizana and F. Ridho, “Implementasi dan Evaluasi Visualisasi Data Interaktif pada Publikasi Laporan Bulanan Data Sosial Ekonomi Indonesia,” Semin. Nas. Off. Stat., vol. 2021, no. 1, pp. 947–957, 2021, doi: 10.34123/semnasoffstat.v2021i1.795.
[11] R. Blitz, M. Storck, B. T. Baune, M. Dugas, and N. Opel, “Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study,” JMIR Ment Heal., vol. 8, no. 6, p. e26681, Jun. 2021, doi: 10.2196/26681.
[12] E. P. Cynthia and E. Ismanto, “Metode Decision Tree Algoritma C.45 Dalam Mengklasifikasi Data Penjualan Bisnis Gerai Makanan Cepat Saji,” Jurasik (Jurnal Ris. Sist. Inf. dan Tek. Inform., vol. 3, p. 1, Jul. 2018, doi: 10.30645/jurasik.v3i0.60.
[13] E. Saut Parsaoran Tamba, “Penerapan Data Mining Algoritma Apriori Dalam Menentukan Stok Bahan Baku Pada Restoran Nelayan,” JUSIKOM PRIMA (Junal Sist. Inf. Ilmu Komput. Prima), vol. 5, no. 2, pp. 97–102, 2022.
[14] S. P. Tamba, M. D. Batubara, W. Purba, M. Sihombing, V. M. Mulia Siregar, and J. Banjarnahor, “Book data grouping in libraries using the k-means clustering method,” J. Phys. Conf. Ser., vol. 1230, no. 1, p. 012074, Jul. 2019, doi: 10.1088/1742-6596/1230/1/012074.
[15] S. Zahara, Sugianto, and M. Bahril Ilmiddafiq, “Prediksi Indeks Harga Konsumen Menggunakan Metode Long Short Term Memory (LSTM) Berbasis Cloud Computing,” J. RESTI (Rekayasa Sist. dan Teknol. Informasi), vol. 3, no. 3, pp. 357–363, 2019, doi: 10.29207/resti.v3i3.1086.
[16] D. Bajuri, “Analisis Kualitas Pelayanan Publik Perangkat Desa Pagandon Kecamatan Kadipaten Kabupaten Majalengka,” J. Ilmu Adm. Negara, vol. 6, no. 1, pp. 145–170, 2013.
[17] B. Ramadhan, “Pengaruh Analisis Teknikal Terhadap Pengambilan Keputusan Sharia Online Trading Dengan Perilaku Maisir Sebagai Variabel Moderating ada Pengguna Akun Forex Di PT.Soegee Futures Surabaya,” Anal. Tek., 2019.
[18] M. Z. Rahman, Y. A. Sari, and N. Yudistira, “Analisis Sentimen Tweet COVID-19 menggunakan Word Embedding dan Metode Long Short-Term Memory (LSTM),” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 5, no. 11, pp. 5120–5127, 2021, [Online]. Available: http://j-ptiik.ub.ac.id
[19] M. E. Kristhy, S. Oktalita’, S. Yonathan’, T. Susanto, and W. N. Hikmah’, “Keuntungan Investasi Emas Antam Di Masa Pandemi Covid-19,” J. Komun. Yust. Univ. Pendidik. Ganesha Progr. Stud. Ilmu Huk., vol. 5, no. 1, pp. 388–399, 2022, [Online]. Available: e-Journal Komuniasi Yustisia Universitas Pendidikan Ganesha
[20] A. R. Makkulau and I. Yuana, “Penerapan Analisa Fundamental dan Technical Analysis Sebagai Upaya Dalam Meningkatkan Keinginan Investasi Mahasiswa di Pasar Modal Syariah,” YUME J. Manag., vol. 4, no. 3, pp. 165–180, 2021, doi: 10.37531/yume.vxix.432.
[2] R. Kristia Akmal, “Tinjauan Sistematis Untuk Merekomendasi Prediksi Harga Emas,” Maret, vol. 2022, no. 7, p. 18.
[3] Andres Dharma Nurhalim Sutrisno, “Sosialisasi Investasi Emas Di Usia Emas Guna Mewujudkan Masyarakat Yang Sadar Berinvestasi,” J. Abdi Mandala, vol. 1, no. 1, pp. 1–7, 2022.
[4] G. D. Mishra et al., “EMAS position statement: Predictors of premature and early natural menopause,” Maturitas, vol. 123, pp. 82–88, May 2019, doi: 10.1016/j.maturitas.2019.03.008.
[5] D. Yuniarti, “Globalisasi Ekonomi Dan Moneter Syariah Di Regional Asean: Perspektif Politik Ekonomi Islam,” Cross-border, vol. 4, no. 1, pp. 608–628, 2021.
[6] Y. Yuwono, “Investasi Saham Blue Chip Pada Masa Pandemi Covid-19 Di Indonesia,” Media Mahard., vol. 19, no. 2, pp. 244–254, 2021, doi: 10.29062/mahardika.v19i2.252.
[7] K. Ali, D. R. Sari, and R. Putri, “Pengaruh Inflasi Nilai Tukar Rupiah Dan Harga Emas Dunia Terhadap Indeks Harga Saham Pertambangan PadaBursa Efek Indonesia (Periode Tahun 2016-2018),” J. Bisnis Darmajaya, vol. 5, no. 2, pp. 90–113, 2019.
[8] I. A. Ula, Pemodelan volatilitas harga emas dan kurs USD menggunakan metode constant conditional correlation multivariate garch. 2021. [Online]. Available: http://digilib.uinsby.ac.id/id/eprint/48992
[9] I. Alkahfi and K. Chiuloto, “Penerapan Model Gated Recurrent Unit Pada Masa Pandemi Covid-19 Dalam Melakukan Prediksi Harga Emas Dengan Menggunakan Model Pengukuran Mean Square Error,” Snastikom Ke 8, vol. 8, pp. 225–232, 2021.
[10] H. I. N. Lizana and F. Ridho, “Implementasi dan Evaluasi Visualisasi Data Interaktif pada Publikasi Laporan Bulanan Data Sosial Ekonomi Indonesia,” Semin. Nas. Off. Stat., vol. 2021, no. 1, pp. 947–957, 2021, doi: 10.34123/semnasoffstat.v2021i1.795.
[11] R. Blitz, M. Storck, B. T. Baune, M. Dugas, and N. Opel, “Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study,” JMIR Ment Heal., vol. 8, no. 6, p. e26681, Jun. 2021, doi: 10.2196/26681.
[12] E. P. Cynthia and E. Ismanto, “Metode Decision Tree Algoritma C.45 Dalam Mengklasifikasi Data Penjualan Bisnis Gerai Makanan Cepat Saji,” Jurasik (Jurnal Ris. Sist. Inf. dan Tek. Inform., vol. 3, p. 1, Jul. 2018, doi: 10.30645/jurasik.v3i0.60.
[13] E. Saut Parsaoran Tamba, “Penerapan Data Mining Algoritma Apriori Dalam Menentukan Stok Bahan Baku Pada Restoran Nelayan,” JUSIKOM PRIMA (Junal Sist. Inf. Ilmu Komput. Prima), vol. 5, no. 2, pp. 97–102, 2022.
[14] S. P. Tamba, M. D. Batubara, W. Purba, M. Sihombing, V. M. Mulia Siregar, and J. Banjarnahor, “Book data grouping in libraries using the k-means clustering method,” J. Phys. Conf. Ser., vol. 1230, no. 1, p. 012074, Jul. 2019, doi: 10.1088/1742-6596/1230/1/012074.
[15] S. Zahara, Sugianto, and M. Bahril Ilmiddafiq, “Prediksi Indeks Harga Konsumen Menggunakan Metode Long Short Term Memory (LSTM) Berbasis Cloud Computing,” J. RESTI (Rekayasa Sist. dan Teknol. Informasi), vol. 3, no. 3, pp. 357–363, 2019, doi: 10.29207/resti.v3i3.1086.
[16] D. Bajuri, “Analisis Kualitas Pelayanan Publik Perangkat Desa Pagandon Kecamatan Kadipaten Kabupaten Majalengka,” J. Ilmu Adm. Negara, vol. 6, no. 1, pp. 145–170, 2013.
[17] B. Ramadhan, “Pengaruh Analisis Teknikal Terhadap Pengambilan Keputusan Sharia Online Trading Dengan Perilaku Maisir Sebagai Variabel Moderating ada Pengguna Akun Forex Di PT.Soegee Futures Surabaya,” Anal. Tek., 2019.
[18] M. Z. Rahman, Y. A. Sari, and N. Yudistira, “Analisis Sentimen Tweet COVID-19 menggunakan Word Embedding dan Metode Long Short-Term Memory (LSTM),” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 5, no. 11, pp. 5120–5127, 2021, [Online]. Available: http://j-ptiik.ub.ac.id
[19] M. E. Kristhy, S. Oktalita’, S. Yonathan’, T. Susanto, and W. N. Hikmah’, “Keuntungan Investasi Emas Antam Di Masa Pandemi Covid-19,” J. Komun. Yust. Univ. Pendidik. Ganesha Progr. Stud. Ilmu Huk., vol. 5, no. 1, pp. 388–399, 2022, [Online]. Available: e-Journal Komuniasi Yustisia Universitas Pendidikan Ganesha
[20] A. R. Makkulau and I. Yuana, “Penerapan Analisa Fundamental dan Technical Analysis Sebagai Upaya Dalam Meningkatkan Keinginan Investasi Mahasiswa di Pasar Modal Syariah,” YUME J. Manag., vol. 4, no. 3, pp. 165–180, 2021, doi: 10.37531/yume.vxix.432.
Published
2022-06-30
How to Cite
OWEN, Michael et al.
IMPLEMENTASI METODE LONG SHORT TERM MEMORY UNTUK MEMPREDIKSI PERGERAKAN NILAI HARGA EMAS.
Jurnal Teknik Informasi dan Komputer (Tekinkom), [S.l.], v. 5, n. 1, p. 96-104, june 2022.
ISSN 2621-3079.
Available at: <https://jurnal.murnisadar.ac.id/index.php/Tekinkom/article/view/507>. Date accessed: 08 july 2025.
doi: https://doi.org/10.37600/tekinkom.v5i1.507.
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