Images Don't Lie: Transferring Deep Visual Semantic Features to Large-Scale Multimodal Learning to Rank

Search is at the heart of modern e-commerce. As a result, the task of ranking search results automatically (learning to rank) is a multibillion dollar machine learning problem. Traditional models optimize over a few hand-constructed features based on the item's text. In this paper, we introduce...

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Veröffentlicht in:	arXiv.org 2015-11
Hauptverfasser:	Lynch, Corey, Aryafar, Kamelia, Attenberg, Josh
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Image quality Machine learning Neural networks Ranking Representations Semantics
Online-Zugang:	Volltext
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