Random Matrix Theory / Teorie náhodných matic

Pondělí 16:00, T-208



Notes (in Czech):

Kapitoly 1 a 2

Kapitoly 3, 4, 5

Kapitola 6

Kapitola 7



Okruhy otázek



Sprasifikace

Maticové násobení

SVD

Random Matrices and Matrix Completion

FoCM - Joel Tropp



The lecture to Lie Product Formula and to Golden-Thompson inequality: video, Lie Fromula (Notes), Golden-Thompson (Notes)



Literature:

Giacomo Livan, Marcel Novaes, Pierpaolo Vivo, Introduction to Random Matrices: Theory and Practice, available here and here.

Roman Vershynin, Introduction to the non-asymptotic analysis of random matrices, 2011

Joel Tropp, User-friendly tail bounds for sums of random matrices, 2012

Joel Tropp, An Introduction to Matrix Concentration Inequalities, 2015

Terence Tao, Topics in Random Matrix Theory, AMS, 2012

Videos: You can find the videos from the last semester in the directory:
https://people.fjfi.cvut.cz/vybirja2/RMT-2019/
The filenames are Lecture_1.mp4, etc.