Sparse and Low-Rank Tensor Decomposition

@inproceedings{Shah2015SparseAL,
  title={Sparse and Low-Rank Tensor Decomposition},
  author={Parikshit Shah and Nikhil S. Rao and Gongguo Tang},
  booktitle={NIPS},
  year={2015}
}
Motivated by the problem of robust factorization of a low-rank tensor, we study the question of sparse and low-rank tensor decomposition. We present an efficient computational algorithm that modifies Leurgans’ algoirthm for tensor factorization. Our method relies on a reduction of the problem to sparse and low-rank matrix decomposition via the notion of… CONTINUE READING