Global ETD Search
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Showing 1 to 3 of 3 for “"diffusion kernel"”.
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Network Based Prediction of Protein Localization Using Diffusion Kernel
… within the cell. Here we propose a novel diffusion kernel and logistic regression based algorithm, NetLoc, for protein localization prediction by exploiting protein correlation networks. NetLoc is applied to yeast protein localization prediction using four types of protein networks …
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Probabilistic Models on Fibre Bundles
… process of data. The main tool we use is the diffusion kernel and we use it in two ways. First, we build from the diffusion kernel on a fibre bundle a projected kernel that generates robust representations of the data, and we test that it outperforms regular diffusion maps under noise. Second, …
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On the analysis of complex networks : fundamental limits, scalable algorithms, and applications
… general method based on a path-based network diffusion kernel. We prove mean-field optimality of this method for different scenarios and show its effectiveness over several synthetic networks as well as in identifying sources in a Digg social news network. In Chapter 7, we consider the problem …