eBook, ePUB

Knowledge Guided Machine Learning (eBook, ePUB)

Accelerating Discovery using Scientific Knowledge and Data

Redaktion: Karpatne, Anuj; Kumar, Vipin; Kannan, Ramakrishnan
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Given their tremendous success in commercial applications, machine learning (ML) models are increasingly being considered as alternatives to science-based models in many disciplines. Yet, these "black-box" ML models have found limited success due to their inability to work well in the presence of limited training data and generalize to unseen scenarios. As a result, there is a growing interest in the scientific community on creating a new generation of methods that integrate scientific knowledge in ML frameworks. This emerging field, called scientific knowledge-guided ML (KGML), seeks a distin...

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