PAC Learning Guarantees Under Covariate Shift

We consider the Domain Adaptation problem, also known as the covariate shift problem, where the distributions that generate the training and test data differ while retaining the same labeling function. This problem occurs across a large range of practical applications, and is related to the more gen...

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Bibliographische Detailangaben

Hauptverfasser:	Pagnoni, Artidoro, Gramatovici, Stefan, Liu, Samuel
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Learning Statistics - Machine Learning
Online-Zugang:	Volltext bestellen
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