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Menampilkan 1–2 dari 2 artikel
Attention-Augmented GRU for Stock Forecasting: A Trade-Off Between Directional Accuracy and Price Prediction Error
R. Daniel Hartanto
; Guruh Fajar Shidik
; Farrikh Alzami
; Ahmad Zainul Fanani
; Aris Marjuni
; Abdul Syukur
Journal of Computing Theories and Applications
Vol 3
, No 4
(2026)
Attention mechanisms have been widely incorporated into recurrent neural network architectures for financial time series forecasting, with most prior work reporting improvements in price-level error metrics. This study revisits that claim through a controlled empirical comparison of four deep learning architectures on nearly two decades of Telkom Indonesia (TLKM) closing price data from the Indonesia Stock Exchange (IDX). The models evaluated are a three-layer Gated Recurrent Unit (GRU) baseline...
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A Designing Haji Portion Financing Advertising as a Media Promotion with Direct Marketing Method at Kospin Sekartama: A Media Promotion with Direct Marketing Method
Teguh Setiadi
; Teguh Setiadi
; Abdul Syukur
JURNAL ILMIAH KOMPUTER GRAFIS
Vol 13
, No 2
(2021)
KOSPIN SEKARTAMA is a company engaged in savings and loan services located at Central Main Street No. 141 Weleri Central Java. has several superior products including Multipurpose Loans, and PRIMA Loans (Special Offerings of SEKARTAMA), and also has savings products namely SIMAPAN (Future Savings), and SIMADEB (Future Savings) and has a new product, Haji Portion Financing. The new product is still constrained in the delivery of information because it still uses conventional media which in the pr...
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