Robust domain adaptation

We derive a generalization bound for domain adaptation by using the properties of robust algorithms. Our new bound depends on λ -shift, a measure of prior knowledge regarding the similarity of source and target domain distributions. Based on the generalization bound, we design SVM variants for binar...

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Veröffentlicht in:	Annals of mathematics and artificial intelligence 2014-08, Vol.71 (4), p.365-380
Hauptverfasser:	Mansour, Yishay, Schain, Mariano
Format:	Artikel
Sprache:	eng
Schlagworte:	Adaptation Algorithms Artificial Intelligence Complex Systems Computer Science Mathematics Robustness
Online-Zugang:	Volltext
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