Search Results for author: Daniel R. Figueiredo

Found 3 papers, 1 papers with code

struc2vec: Learning Node Representations from Structural Identity

5 code implementations11 Apr 2017 Leonardo F. R. Ribeiro, Pedro H. P. Saverese, Daniel R. Figueiredo

Implementation and experiments of graph embedding algorithms. deep walk, LINE(Large-scale Information Network Embedding), node2vec, SDNE(Structural Deep Network Embedding), struc2vec

Graph Embedding Network Embedding +1

Learning Identity Mappings with Residual Gates

no code implementations4 Nov 2016 Pedro H. P. Savarese, Leonardo O. Mazza, Daniel R. Figueiredo

We evaluate our method on MNIST using fully-connected networks, showing empirical indications that our augmentation facilitates the optimization of deep models, and that it provides high tolerance to full layer removal: the model retains over 90% of its performance even after half of its layers have been randomly removed.

Image Classification

On the Emergence of Shortest Paths by Reinforced Random Walks

no code implementations9 May 2016 Daniel R. Figueiredo, Michele Garetto

Within this context, we investigate the interplay between the efficiency of network navigation (i. e., path lengths) and network structure (i. e., edge weights).

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