<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024)"^^ . "A time series is a sequence of observations that are time-oriented or arranged\r\nchronologically for an observed variable. Time series data are widely used\r\nin analysis and forecasting, including stock price analysis. Stock price data are generally\r\nnon-stationary, fluctuating, highly volatile, and tend to form nonlinear patterns.\r\nThese characteristics cause the assumptions of classical time series methods,\r\nparticularly Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU),\r\nwhich are used to predict stock prices using univariate and multivariate approaches.\r\nThe data used in this study were the stock price data of PT Bank Mandiri Tbk\r\n(BMRI) from 2015 to 2024. The research stages included Exploratory Data Analysis\r\n(EDA), preprocessing, modeling, and architecture optimization, with evaluation\r\nconducted using Mean Squared Error (MSE) and Mean Absolute Error (MAE). The\r\nresults showed that both LSTM and GRU models with univariate and multivariate\r\napproaches were able to predict stock prices with movements relatively similar to\r\nthe actual data. The univariate GRU model was identified as the best architecture\r\nconsisting of a sliding window of 30, one hidden layer, 128 units, dropout of 0.1,\r\nbatch size of 32, and MSE and MAE values of 0.0012 and 0.0270, respectively. In\r\naddition, GRU demonstrated higher sensitivity than LSTM, resulting in more aggressive\r\npredictions of price declines, while LSTM produced predictions that were\r\nmore realistic."^^ . "2026-05-12" . . . . "UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . . . . . . . "NIM.: 22106010003"^^ . "Amanda Riyas Utami"^^ . "NIM.: 22106010003 Amanda Riyas Utami"^^ . . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Text)"^^ . . . . . "22106010003_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^ . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Text)"^^ . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "preview.jpg"^^ . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "medium.jpg"^^ . . . "PERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024) (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #76833 \n\nPERBANDINGAN METODE LONG SHORT-TERM MEMORY (LSTM) DAN GATED RECURRENT UNIT (GRU) DENGAN PENDEKATAN UNIVARIAT DAN MULTIVARIAT UNTUK MEMPREDIKSI HARGA SAHAM (STUDI KASUS : HARGA SAHAM BMRI PERIODE 2015-2024)\n\n" . "text/html" . . . "515.6 Metode Analitik - Matematika" . .