18 citations · 51 across the 12 of their papers we have counts for
Showing 2014Show all
2 papers · 1 filter
stat.ML2014★ 10 cited
On the Stability of Deep Networks
Raja Giryes, Guillermo Sapiro, Alex M. Bronstein
In this work we study the properties of deep neural networks (DNN) with random weights. We formally prove that these networks perform a distance-preserving embedding of the data. B…
cs.CV2014★ 2 cited
Random Forests Can Hash
Qiang Qiu, Guillermo Sapiro, Alex Bronstein
Hash codes are a very efficient data representation needed to be able to cope with the ever growing amounts of data. We introduce a random forest semantic hashing scheme with infor…