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September 20, 2025

Advanced Neural AI Models for Early Outbreak Prediction and Surveillance of Infectious Diseases Using Large-Scale Epidemiological Data

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Analysis reveals AI enhances epidemic prediction accuracy in urban environments, suggesting improved resource allocation.

AI models significantly improve epidemic prediction accuracy, supporting public health initiatives.
Neural networks and machine learning techniques have been shown to handle various epidemiological factors effectively.
Federated learning enables secure collaboration across institutions, enhancing model performance while protecting data privacy.
The research highlights the importance of interdisciplinary collaboration in tackling future infectious disease challenges.

Ahmed et al. (2025) studied this question.

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September 20, 2025

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Authors

Analysis reveals AI enhances epidemic prediction accuracy in urban environments, suggesting improved resource allocation.

AI models significantly improve epidemic prediction accuracy, supporting public health initiatives.
Neural networks and machine learning techniques have been shown to handle various epidemiological factors effectively.
Federated learning enables secure collaboration across institutions, enhancing model performance while protecting data privacy.
The research highlights the importance of interdisciplinary collaboration in tackling future infectious disease challenges.

Ahmed et al. (2025) studied this question.

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