AITopics | Cutler, Sean

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Cutler, Sean

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Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure

Listgarten, Jennifer, Neal, Radford M., Roweis, Sam T., Puckrin, Rachel, Cutler, Sean

Neural Information Processing SystemsDec-31-2007

We present a hierarchical Bayesian model for sets of related, but different, classes of time series data. Our model performs alignment simultaneously across all classes, while detecting and characterizing class-specific differences. During inference themodel produces, for each class, a distribution over a canonical representation ofthe class.

bayesian inference, health & medicine, time series, (20 more...)

Neural Information Processing Systems

Country: North America > Canada > Ontario > Toronto (0.14)

Industry: Health & Medicine > Pharmaceuticals & Biotechnology (0.46)

Technology:

Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty > Bayesian Inference (0.88)
Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (0.88)

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