<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024)"^^ . "Time series data are widely used in analysis and forecasting by utilizing\r\nhistorical patterns to predict future values. Various classical linear models, such as\r\nARIMA, are commonly applied due to their strong mathematical foundation but are\r\nlimited in capturing complex, nonlinear, non-stationary, and volatile patterns, such\r\nas stock price data. Therefore, deep learning approaches, particularly Recurrent\r\nNeural Network (RNN) and Long Short-Term Memory (LSTM), are used because\r\nthey can model nonlinear relationships in sequential data. This study aims to explore\r\nthe steps of RNN and LSTM models, implement both models on PT Telkom\r\nIndonesia Tbk stock price data for the period 2014–2024, and compare their performance\r\nin predicting stock prices. Both models were developed with the same architecture,\r\nconsisting of two hidden layers, 64 neurons, tanh activation function, and\r\nbatch size of 64. Performance evaluation was conducted using MSE, RMSE, and\r\nMAE. The results show that LSTM outperforms RNN with MSE 67.6683, RMSE\r\n55.3865, MAE 41.5585, and training time of 497.18 seconds, whereas RNN has\r\nMSE 9810.32, RMSE 99.05, MAE 79.67, and training time of 195.24 seconds. Although\r\nLSTM requires a longer training time, it is more effective in capturing stock\r\nprice movement patterns."^^ . "2026-01-12" . . . . "UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . . . . . . . "NIM.: 22106010021"^^ . "Titi Prihartati"^^ . "NIM.: 22106010021 Titi Prihartati"^^ . . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Text)"^^ . . . . . "22106010021_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^ . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Text)"^^ . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "preview.jpg"^^ . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "medium.jpg"^^ . . . "PERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024) (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #75477 \n\nPERBANDINGAN MODEL DEEP LEARNING RECURRENT NEURAL NETWORK DAN LONG SHORT-TERM MEMORY DALAM PREDIKSI HARGA SAHAM (STUDI KASUS: PT TELEKOMUNIKASI INDONESIA TBK MENGGUNAKAN DATA HISTORIS TAHUN 2014–2024)\n\n" . "text/html" . . . "510 Mathematics (Matematika)" . .