5 code implementations • 11 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
Ranked #2 on Node Classification on Wikipedia
no code implementations • 4 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.
Ranked #108 on Image Classification on CIFAR-10
no code implementations • 9 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).