نتایج جستجو برای: sparse representations classification

تعداد نتایج: 631058  

2011
Jun Zhu Eric P. Xing

We present sparse topical coding (STC), a non-probabilistic formulation of topic models for discovering latent representations of large collections of data. Unlike probabilistic topic models, STC relaxes the normalization constraint of admixture proportions and the constraint of defining a normalized likelihood function. Such relaxations make STC amenable to: 1) directly control the sparsity of...

2012
Po-Sen Huang Jianchao Yang Mark Hasegawa-Johnson Feng Liang Thomas S. Huang

In recent years, designing the coding and pooling structures in layered networks has been shown to be a useful method for learning high-level feature representations for visual data. Yet, such learning structures have not been extensively studied for audio signals. In this paper, we investigate different pooling strategies based on the sparse coding scheme and propose a temporal pyramid pooling...

Journal: :Communications in Mathematical Sciences 2015

Journal: :Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences 1997

Journal: :Electronic Research Announcements in Mathematical Sciences 2010

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