Electrical Engineering and Computer Sciences - Ph.D. / Sc.D.
(Massachusetts Institute of Technology, 2020)In recent years, large graphs with billions of vertices and trillions of edges have emerged in many domains, such as social network analytics, machine learning, physical simulations, and biology. However, optimizing the ...
(Massachusetts Institute of Technology, 2020)A key assumption underlying many methods in Statistics and Machine Learning is that data points are independently and identically distributed (i.i.d.). However, this assumption ignores the following recurring challenges ...