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Increasingly many social images with tags are available on photo sharing websites. Due to the subjectivity and diversity of social tagging behaviors, noisy and missing tags for images are inevitable. To tackle this problem, this paper proposes a novel factor analysis model, named ProjecTive Nonnegative Matrix Factorization (PTNMF) with ℓ2,1-norm regularization, which introduces linear transformation...
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