176 citations · 826 across the 63 of their papers we have counts for
3 papers · 1 filter
Asynchronous Complex Analytics in a Distributed Dataflow Architecture
Joseph E. Gonzalez, Peter Bailis, Michael I. Jordan +4
Scalable distributed dataflow systems have recently experienced widespread adoption, with commodity dataflow engines such as Hadoop and Spark, and even commodity SQL engines routin…
On the Invariance of Dictionary Learning and Sparse Representation to Projecting Data to a Discriminative Space
Mehrdad J. Gangeh, Ali Ghodsi
In this paper, it is proved that dictionary learning and sparse representation is invariant to a linear transformation. It subsumes the special case of transforming/projecting the…
Supervised Dictionary Learning and Sparse Representation-A Review
Mehrdad J. Gangeh, Ahmed K. Farahat, Ali Ghodsi +1
Dictionary learning and sparse representation (DLSR) is a recent and successful mathematical model for data representation that achieves state-of-the-art performance in various fie…