Alireza Doostan is leading a major effort for real-time data compression for supercomputer research ... discretization, machine learning, linear algebra, and statistics. “This is a very ...

Practical applications such as image compression, least squares data fitting, and numerical solution of differential equations, will also be presented. Topics for this course include: vector and ...

“Irregular applications, such as graph analytics and sparse linear algebra, exhibit frequent indirect, data-dependent accesses to single or short sequences of elements that cause high main memory ...

Advanced methods utilising discrete wavelet transforms, singular value decomposition and other transform-based approaches aim to reduce data ... and compression. SVD: A linear algebra method ...