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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Nuansa Cahaya Muhammad

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Open access Aug 2026

HIV Transmission Dynamics and Workforce Productivity in Indonesia: A Nonlinear Modeling and Parameter Estimation Study

This article addresses limited multi-compartment clinical data by developing a six-compartment nonlinear mathematical model consisting of susceptible (S), protected (P), exposed (E), non-productive infected (In), productive infected (Ip), and AIDS phase (A) to analyze HIV transmission dynamics and workforce productivit...

Rizqi Aridh Dwi Prasetyo, Nuansa Cahaya Muhammad, D. K. Arif et al. · 0 citations
Conference Aug 2026

Integrated Parameter-State Estimation and Deep Learning Forecasting for Measles Dynamics Using Hybrid Evolutionary Filtering

Measles transmission in Indonesia remains difficult to predict due to its high transmissibility and irregular outbreaks. This paper proposes a hybrid GA-EKF-LSTM framework to estimate and forecast measles dynamics through the $\mathrm{S V}_{1} \mathrm{V}_{2} \mathrm{E I H R}$ compartmental model, calibrated to monthly...

D. K. Arif, Nisrina Qurratu'Ain, Diva Almar'Atus Sholihah et al. · 0 citations

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