Ph.D. Thesis

RANDOMIZED ALGORITHMS FOR LARGE-SCALE STRONGLY
OVER-DETERMINED LINEAR REGRESSION PROBLEMS
A DISSERTATION
SUBMITTED TO THE INSTITUTE FOR
COMPUTATIONAL AND MATHEMATICAL ENGINEERING
AND THE COMMITTEE ON GRADUATE STUDIES
OF STANFORD UNIVERSITY
IN PARTIAL FULFILLMENT OF THE REQUIREMENTS
FOR THE DEGREE OF
DOCTOR OF PHILOSOPHY
Xiangrui Meng
June 2014

https://stacks.stanford.edu/file/druid:zn852mp0462/meng-solp-augmented.pdf

http://searchworks.stanford.edu/view/10531783

follow the works of Michael Mahoney
http://www.stat.berkeley.edu/~mmahoney/