Prof. Namrata
Vaswani is looking for new Ph.D. students to start in Fall 2019 or Spring 2020;
and or a postdoc.
Prof. Namrata Vaswani of Iowa State
University is looking for Ph.D. students, and or postdocs, to work on
interesting Statistical Machine Learning
problems motivated by real applications (often in computer vision or imaging).
If interested, please email her at namrata AT iastate DOT edu (along with your
recent transcripts and CV/resume).
She
would like to recruit Electrical and
Computer Engineering, Mathematics, Statistics, or Computer Science Bachelors'
or Masters' degree holders with a strong
(undergraduate level) background in Linear Algebra and Probability. Ability to program in MATLAB or Python
would be nice. Students choosing to work with her can pick either ECE or
Mathematics as their home department. Other options can also be figured out.
Two good sample papers/preprints describing Namrata recent
work are
1.
https://arxiv.org/abs/2102.10217
2.
Sample-Efficient Low Rank Phase Retrieval
https://arxiv.org/abs/2006.06198
(IEEE Transactions on Information Theory, 2021)
About
Namrata Vaswani's work: In recent work, her group has worked on various dynamic
high-dimensional structured data recovery problems such as dynamic Compressive
Sensing, dynamic Robust PCA, Phaseless PCA (low-rank
phase retrieval), Federated Low Rank matrix recovery, along with applications
in computer vision and imaging. The last is new and ongoing work. Her former
Ph.D. students have gone on to join Google, AT&T, Capital One, Adobe, and
Bosch Research, postdoc at USC.
More
about Namrata: http://www.ece.iastate.edu/~namrata/