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article was published in the above mentioned Springer issue. The material, including all portions thereof, is protected by copyright; all rights are held exclusively by Springer Science + Business Media. The material is for personal use only; commercial use is not permitted. Unauthorized reproduction, transfer and/or use may be a violation of criminal as well as civil law. Mach Learn (2010) 81: 21–35 DOI 10.1007/s10994-010-5198-3 Author's personal copy Large scale image annotation: learning to rank with join

Large scale image annotation: learning to rank with joint word-image embeddings