Titlebook: Artificial Neural Networks and Machine Learning -- ICANN 2014; 24th International C Stefan Wermter,Cornelius Weber,Alessandro E. P. Vi Conf

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Instance Selection Using Two Phase Collaborative Neighbor Representationion in which a non-dense matrix of coefficients is estimated without invoking any explicit sparse coding. Experiments are conducted on summarizing a video movie and on summarizing training face datasets used for face recognition. These experiments showed that the proposed method can outperform the state-of-the art methods.

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