Author

Triyanna Widiyaningtyas

2 papers indexed here

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Open access Jul 2026

Optimized BiLSTM and GRU Models Using QHBM for Forex Price Prediction

The foreign exchange market is highly volatile and complex, making accurate price prediction challenging. This study aims to develop an optimized deep learning framework for predicting daily closing prices of seven major currency pairs (AUDUSD, EURUSD, GBPUSD, USDCAD, USDCHF, USDCNY, and USDJPY) by integrating Bidirect...

F. Alqodri, Triyanna Widiyaningtyas, Didik Dwi Prasetya · Matrik · 0 citations

Open access Aug 2026

Explainable IoT Intrusion Detection Using Random Forest, SMOTE, and SHAP

Class imbalance in Internet of Things (IoT) Intrusion Detection System (IDS) datasets is a major challenge that degrades the detection performance on minority attacks and complicates model interpretability. This study investigates the performance of an IoT IDS based on Random Forest (RF) combined with the Synthetic Min...

Julfikar Mawansyah, Anik Nur Handayani, A. Wibawa et al. · Jurnal Elektronika dan Telek... · 0 citations