Constantine Caramanis
homepage:http://www.ece.utexas.edu/~cmcaram/constantine_caramanis/Home.html
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Description

I am an Assistant Professor in the ECE department of The University of Texas at Austin. I received a PhD in EECS from The Massachusetts Institute of Technology, in the Laboratory for Information and Decision Systems (LIDS), and an A.B. in Mathematics from Harvard University.

My current research interests focus on decision-making in large-scale complex systems. Specifically, I am interested in robust and adaptable optimization, high dimensional statistics and machine learning, and applications to large-scale networks, including wireless networks, transportation networks, and energy networks.


Lectures:

lecture
flag Binary Embedding: Fundamental Limits and Fast Algorithm
as author at  32nd International Conference on Machine Learning (ICML), Lille 2015,
37 views
  lecture
flag Mixed Regression: Minimax Optimal Rates
as author at  27th Annual Conference on Learning Theory (COLT), Barcelona 2014,
65 views
lecture
flag Robust PCA and Collaborative Filtering: Rejecting Outliers, Identifying Manipulators
as author at  Numerical Mathematics Challenges in Machine Learning,
2398 views