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cs.LG2016★ 1.7k cited
Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data
Anuj Karpatne, Gowtham Atluri, James Faghmous +6
Data science models, although successful in a number of commercial domains, have had limited applicability in scientific problems involving complex physical phenomena. Theory-guide…
physics.ao-ph2016★ 1 cited
Characterizing climate predictability and model response variability from multiple initial condition and multi-model ensembles
Devashish Kumar, Auroop R. Ganguly
Climate models are thought to solve boundary value problems unlike numerical weather prediction, which is an initial value problem. However, climate internal variability (CIV) is t…