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New network model may be used to form effective strategies to contain infectious diseases

Researchers from Tokyo Metropolitan University have performed numerical simulations based on network theory which show how numbers of infections in a pandemic change when a new variant emerges.

Network models may help us understand spread of new variants in pandemic

Network models may help us understand spread of new variants in pandemic
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Less is more? New take on machine learning helps us scale up phase transitions

Less is more? New take on machine learning helps us

Researchers from Tokyo Metropolitan University have enhanced super-resolution machine learning techniques to study phase transitions. They identified key features of how large arrays of interacting particles behave at different temperatures by simulating tiny arrays before using a convolutional neural network to generate a good estimate of what a larger array would look like using correlation configurations. The massive saving in computational cost may realize unique ways of understanding how materials behave.

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