@InProceedings{avron_et_al:LIPIcs.APPROX-RANDOM.2017.27, author = {Avron, Haim and Clarkson, Kenneth L. and Woodruff, David P.}, title = {{Sharper Bounds for Regularized Data Fitting}}, booktitle = {Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2017)}, pages = {27:1--27:22}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-044-6}, ISSN = {1868-8969}, year = {2017}, volume = {81}, editor = {Jansen, Klaus and Rolim, Jos\'{e} D. P. and Williamson, David P. and Vempala, Santosh S.}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.APPROX-RANDOM.2017.27}, URN = {urn:nbn:de:0030-drops-75761}, doi = {10.4230/LIPIcs.APPROX-RANDOM.2017.27}, annote = {Keywords: Matrices, Regression, Low-rank approximation, Regularization, Canonical Correlation Analysis} }