On the optimization landscape of tensor decompositions

Author:

Ge RongORCID,Ma Tengyu

Publisher

Springer Science and Business Media LLC

Subject

General Mathematics,Software

Reference55 articles.

1. Ge, R., Ma, T.: On the optimization landscape of tensor decompositions. In: Advances in Neural Information Processing Systems, pp. 3653–3663 (2017)

2. Dauphin, Y.N., Pascanu, R., Gulcehre, C., Cho, K., Ganguli, S., Bengio, Y.: Identifying and attacking the saddle point problem in high-dimensional non-convex optimization. In: Advances in Neural Information Processing Systems, pp. 2933–2941 (2014)

3. Choromanska, A., Henaff, M., Mathieu, M., Arous, G.B., LeCun, Y.: The loss surfaces of multilayer networks. In: AISTATS (2015)

4. Ge, R., Huang, F., Jin, C., Yuan, Y.: Escaping from saddle points—online stochastic gradient for tensor decomposition. In: Proceedings of The 28th Conference on Learning Theory, pp. 797–842 (2015)

5. Lee, J.D., Simchowitz, M., Jordan, M.I., Recht, B.: Gradient descent only converges to minimizers. In: Proceedings of the 29th Conference on Learning Theory, COLT 2016, New York, USA, June 23–26, 2016, pp. 1246–1257 (2016)

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