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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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System Dynamics-Based Industrial Modeling of Aluminium Processing in Indonesia
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 8
, No 2
(2026)
The Indonesian aluminum industry has great potential due to its abundant bauxite reserves, but downstream development to increase added value is still limited. This study uses a dynamic system model to simulate the development of Indonesia's aluminum industry, taking into account variables such as bauxite reserves, production capacity, demand, energy costs, raw material prices, and downstream development barriers. A scenario-based simulation method is applied to evaluate the impact of various po...
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Mechanical Performance of Recycled Plastic-Based Paving Blocks with Sand and Fly Ash Fillers
Qomaruddin, Mochammad
; Fakhriyan, Adi Noor
; Saputro, Yayan Adi
; Priastiwi, Yulita Arni
; Fatchur Roehman
; Nasyiin Faqih
; Arif Hidayat
; Akhmad Firdos Khoiril Khitam
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 8
, No 2
(2026)
The use of recycled plastic waste as a binder for paving blocks has been reported in a number of previous studies. However, most of these studies focus on feasibility and do not clearly explain how different plastic types behave mechanically over time. In this study, the compressive strength performance of paving blocks made from polypropylene (PP), polyethylene terephthalate (PET), and high-density polyethylene (HDPE) was experimentally compared using sand or fly ash as fillers. All mixtures we...
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Development of Canva-Based Mathematics Learning Media to Improve Conceptual Understanding of the System of Linear Equations in Two Variables for Grade VIII Students
Journal of Emerging Technology in Teaching and Learning
Vol 2
, No 1
(2026)
This study aims to develop Canva-based learning media that are valid, practical, and effective in improving students’ conceptual understanding of the System of Linear Equations in Two Variables (SLETV) among eighth-grade students at SMP Negeri 1 Padang Bolak Julu. The research employed a Research and Development (R&D) method using the ADDIE model, which includes the stages of Analysis, Design, Development, Implementation, and Evaluation. The research instruments consisted of questionnaires a...
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DEVELOPMENT OF WAYANG PICTURE GUESSING GAME (TEBANG) LEARNING MEDIA BASED ON QUICK APP NINJA
Journal of Emerging Technology in Teaching and Learning
Vol 2
, No 1
(2026)
This study aims to develop a practical and effective game-based learning media to address the lack of teacher creativity in designing digital media, specifically for Javanese language subject on Wayang material at MI Tegalroso Parakan. This Research and Development (R&D) used the ADDIE model (Analysis, Design, Development, Implementation, Evaluation). The research subjects were third-grade students of MI Tegalroso Parakan (n=8). Data collection instruments included needs questionnaires, medi...
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Transformasi Perilaku Wisatawan dalam Aktivitas Pendakian Gunung: Motivasi, Mediasi Digital, dan Dinamika Sosial di Era Postmodern
Irianto Putra, Adhika Graha
; Dwi Hadian, Mohammad Sapari
; Nugraha, Awaludin
; Maharani, Najla Raisa
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 5
, No 1
(2026)
This study aims to analyze the transformation of tourist behavior in mountain hiking activities in the Sindoro, Sumbing, and Slamet (3S) area of Central Java within the context of nature-based tourism trends and digital mediation. A descriptive qualitative approach was employed, involving eight purposively selected hikers. Data were collected through semi-structured interviews, participant observation, and analysis of social media posts. The findings reveal a shift in motivation from physical ch...
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Dampak Operasional PLTU terhadap Kondisi Sosial Ekonomi Nelayan: Studi Kasus Kelurahan Teluk Sepang
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 5
, No 1
(2026)
Industrial development in coastal areas through the construction of a Steam Power Plant (PLTU) has significant economic implications for the sustainability of fishermen's livelihoods. This study aims to analyze the impact of PLTU operations on the socio-economic conditions of fishermen in Teluk Sepang Village, Bengkulu City. This study used a qualitative descriptive approach with a snowball sampling technique, involving 26 small-scale and traditional fishermen directly affected. The results indi...
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Analisis Bibliometrik Terhadap Penelitian Modal Sosial dan Ketahanan Ekonomi dalam Usaha Kecil dan Menengah (UKM)
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 5
, No 1
(2026)
This study investigates the evolutionary and research trends on social capital and economic resilience within the small and medium enterprises sector through bibliometric analysis. Data were obtained from the google scholar through Publish or Perish software, covering the period from 2020 to 2025, then organized using Mendeley and analyzed through VOSviewer. The results indicate that topic of social capital is a central link between trust, innovation, and business sustainability. Research trends...
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Paradigma Literasi Digital dan Implementasi Konsep Smart Digital Untuk Peningkatan Keterampilan Abad 21
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 5
, No 1
(2026)
This research is motivated by the importance of guiding students in using digital technology in a positive way. The implementation of digital literacy enables students to use digital technology wisely and responsibly. This study aims to explore the importance of digital literacy, the impact of digital technology development on student’s character, the implementation of digital literacy for improving 21st-century skills, and the role of digital literacy for personalizing a generation with strong...
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Dinamika Psiko-Sosial dalam Pendidikan Kesetaraan: Studi Pemenuhan Kebutuhan Dasar Psikologis
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 5
, No 1
(2026)
The ups and downs of learner participation in learning activities at Pusat Kegiatan Belajar Masyarakat (PKBM) is not only influenced by technical factors, but is also closely related to how they interpret their learning experiences. Through the lens of Self-Determination Theory, this study explores the urgency of fulfilling basic psychological needs—namely autonomy, competence, and relatedness—to maintain and increase learning motivation. This research uses a phenomenological approach to explore...
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