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Fingerprint The Fingerprint is created by mining the titles and abstracts of the person's research outputs and projects/funding awards to create an index of weighted terms from discipline-specific thesauri.

  • 11 Similar Profiles
Compressed sensing Engineering & Materials Science
Glossaries Engineering & Materials Science
Sampling Engineering & Materials Science
Recovery Engineering & Materials Science
Channel estimation Engineering & Materials Science
Tensors Engineering & Materials Science
Signal reconstruction Engineering & Materials Science
Maximum likelihood Engineering & Materials Science

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Projects 2010 2022

Research Output 2005 2019

  • 56 Conference contribution
  • 16 Article
  • 4 Conference article
  • 1 Chapter

Provably communication-efficient asynchronous distributed inference for convex and nonconvex problems

Ren, J. & Haupt, J. D., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 638-642 5 p. 8646525. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Communication
Learning systems
Signal processing
Experiments

Symmetry, Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization

Li, X., Lu, J., Arora, R., Haupt, J. D., Liu, H., Wang, Z. & Zhao, T., Jun 1 2019, In : IEEE Transactions on Information Theory. 65, 6, p. 3489-3514 26 p., 8675509.

Research output: Contribution to journalArticle

Global optimization
Factorization
neural network
Learning systems
guarantee

TensorMap: Lidar-based topological mapping and localization VIA tensor decompositions

Rambhatla, S., Sidiropoulos, N. & Haupt, J. D., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1368-1372 5 p. 8646665. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Tensors
Decomposition
Sensors

Zeroth-order stochastic projected gradient descent for nonconvex optimization

Liu, S., Li, X., Chen, P. Y., Haupt, J. D. & Amini, L., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1179-1183 5 p. 8646618. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Communication-Efficient distributed optimization for sparse learning via two-way truncation

Ren, J., Li, X. & Haupt, J. D., Mar 9 2018, 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. 8313109. (2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017; vol. 2017-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Distributed Optimization
Truncation
learning
communication
optimization