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Moch Deny Pratama

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Conference Open access 2026

Hybrid Time-Series Forecasting and Anomaly Detection for Early Deforestation Monitoring in Indonesia

Deforestation remains a major environmental issue in Indonesia, affecting biodiversity and increasing carbon emissions. This study analyzes forest dynamics by combining time-series forecasting and anomaly detection approaches. Annual data from 2000 to 2025 were examined using ARIMA, Prophet, exponential smoothing, as w...

Rifqi Abdillah, Farhanna Mar'i, Monica Cinthya et al. · 0 citations
Open access Jul 2026

Ensemble Oversampling for Financial Fraud Classification of Imbalanced Data

The combined oversampling of GAN and SMOTE with the CNN classifier model produces the highest evaluation score, and shows that augmented data quality does affect prediction performance, and Ensemble Oversampling technique could be considered to improve classifier performance in financial fraud data.

Moch Deny Pratama, A. Raharjo, Diana Purwitasari · 0 citations

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