I am currently a Research Associate (postdoc) in Prof. Maryam Fazel's group in the Department of Electrical Engineering at the University of Washington. From July 2016 I will be a lecturer in the Department of Electrical and Computer Systems Engineering at Monash University in Melbourne, Australia. In June 2015 I completed my PhD in EECS at MIT. My advisors were Prof. Pablo Parrilo and Prof. Alan Willsky. From June 2015 until September 2015 I was a Postdoctoral Scholar at Caltech in Prof. Babak Hassibi's group. In 2008 I received the Bachelor of Science degree in mathematics and the Bachelor of Engineering degree in electrical engineering from the University of Melbourne. I spent the first half of 2009 as a volunteer teacher at Divundu Combined School in beautiful Divundu, Namibia. |

Email:

*Lieb's concavity theorem, matrix geometric means, and semidefinite optimization*

H. Fawzi, J. Saunderson

December 2015

[arxiv] [matlab code]

*Equivariant semidefinite lifts of regular polygons*

H. Fawzi, J. Saunderson, P. A. Parrilo

September 2014

[arxiv]

*Sparse sums of squares on finite abelian groups and improved semidefinite lifts*

H. Fawzi, J. Saunderson, P. A. Parrilo

*Mathematical Programming Series A*

[doi] [arxiv]

*Equivariant semidefinite lifts and sum-of-squares hierarchies*

H. Fawzi, J. Saunderson, P. A. Parrilo

*SIAM J. Optimization*, Vol. 25, No. 4, pp. 2212–2243, 2015

[doi] [arxiv]

*Convex solution to a joint attitude and spin-rate estimation problem*

J. Saunderson, P. A. Parrilo, A. S. Willsky

*J. Guidance, Control, and Dynamics*, Vol. 39, No. 1, pp. 118-127, 2016

[doi] [arxiv]

*Semidefinite descriptions of the convex hull of rotation matrices*

J. Saunderson, P. A. Parrilo, A. S. Willsky

*SIAM J. Optimization*, Vol. 25, No. 3, pp. 1314–1343, 2015

[doi] [arxiv] [pdf]*Polynomial-sized semidefinite representations of derivative relaxations of spectrahedral cones*

J. Saunderson, P. A. Parrilo

*Mathematical Programming Series A*, Vol. 153, No. 2, pp. 309-331, 2015

[doi] [arxiv] [pdf]*Diagonal and low-rank matrix decompositions, correlation matrices, and ellipsoid fitting*

J. Saunderson, V. Chandrasekaran, P. A. Parrilo, A. S. Willsky

*SIAM J. Matrix Analysis and Applications*, Vol. 33, No. 4, pp. 1395-1416, 2012

[doi] [arxiv] [pdf] [bibtex]

*Simple algorithms and guarantees for low rank matrix completion over F_2*

J. Saunderson, M. Fazel, B. Hassibi

To appear in*Proc. 2016 IEEE International Symposium on Information Theory (ISIT)*, July 2016

[pdf]

*Phaseless super-resolution using masks*

K. Jaganathan, J. Saunderson, M. Fazel, Y. C. Eldar, B. Hassibi

*Proc. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)*, March 2016

*Sparse sum-of-squares certificates on finite abelian groups*

H. Fawzi, J. Saunderson, P. A. Parrilo

*Proc. 54th IEEE Conference on Decision and Control (CDC)*, December 2015

[doi]

*Semidefinite relaxations for optimization problems over rotation matrices*

J. Saunderson, P. A. Parrilo, A. S. Willsky

*Proc. 53rd IEEE Conference on Decision and Control (CDC)*, December 2014

[doi] [pdf]

*Diagonal and low-rank decompositions and fitting ellipsoids to random points*

J. Saunderson, P. A. Parrilo, A. S. Willsky

*Proc. 52nd IEEE Conference on Decision and Control (CDC)*, December 2013

[doi] [pdf] [bibtex]

*Analyzing Hogwild Parallel Gaussian Gibbs Sampling*

M. J. Johnson, J. Saunderson, A. S. Willsky

*Advances in Neural Information Processing Systems (NIPS)*, December 2013

[url] [pdf] [bibtex]

*Tree-structured statistical modeling via convex optimization*

J. Saunderson, V. Chandrasekaran, P. A. Parrilo, A. S. Willsky

*Proc. 50th IEEE Conference on Decision and Control (CDC)*, December 2011

[doi] [pdf] [bibtex]

*A local-search 2-approximation for 2-correlation-clustering*

T. Coleman, J. Saunderson, A. Wirth

*Proc. European Symposium on Algorithms (ESA)*, September 2008

[doi] [pdf] [bibtex]*Spectral clustering with inconsistent advice*

T. Coleman, J. Saunderson, A. Wirth

*Proc. International Conference on Machine Learning (ICML)*, June 2008

[doi] [pdf] [bibtex]

PhD Thesis:

*Semidefinite representations with applications in estimation and inference*, April 2015

[dspace] [pdf]

Honour's Thesis:

*Mostow's rigidity theorem*, November 2008

[pdf]

*MIT*

Fall 2011: TA for 6.255/15.093J Optimization Methods

*Divundu combined school*

January 2009 – June 2009: Teacher of grades 8–10 mathematics and physical science

*University of Melbourne*

Semester 2, 2008: Lab demonstrator for 431-461 Signal Processing 2

Semester 1, 2008: Lab demonstrator for 431-335 Signal Processing 1

Semester 2, 2007: Tutor for 431-221 Fundamentals of Signals and Systems

Semester 1, 2007: Lab demonstrator for 431-325 Stochastic Signals and Systems

Semester 2, 2006: Tutor for 431-221 Fundamentals of Signals and Systems