bioscience

Discovery of Low-Dimensional Generative Models for Complex Dynamical Systems

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This thesis presents a data-driven framework for discovering low-dimensional generative models of complex systems by using a library of normal-form equations to identify both observable dynamics and hidden control variables directly from time-series data.

Juan Pablo Muñoz Díaz

Ali O Balubaid

Ph.D Directed Research at KAUST (King Abdullah University of Science and Technology)

Assessing seawater safety

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Elevated bacterial populations in waters near beaches and urban areas could pose a problem for desalination plants.

Brain waves in boxes

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A statistical method helps to identify abnormal signals in electroencephalograms and locate their source in the brain.

Epilepsy study shows the shape of things to come

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Pyramidal graphs resulting from statistical analyses of EEG recordings can improve our understanding of epileptic seizures.

CovMT: Tracking virus mutations across the world

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An interactive platform helps users visualize where SARS-CoV-2 mutations start, how wide they spread and how infectious they are.