@book{trefethen1997numerical, title={Numerical linear algebra}, author={Trefethen, Lloyd N and Bau III, David}, volume={50}, year={1997}, publisher={Siam} } @book{robert2013monte, title={Monte Carlo statistical methods}, author={Robert, Christian and Casella, George}, year={2013}, publisher={Springer Science \& Business Media} } @book{murphy2012machine, title={Machine learning: a probabilistic perspective}, author={Murphy, Kevin P}, year={2012}, publisher={MIT press} } @book{boyd2004convex, title={Convex optimization}, author={Boyd, Stephen and Boyd, Stephen P and Vandenberghe, Lieven}, year={2004}, publisher={Cambridge university press} } @book{trefethen2019approximation, title={Approximation Theory and Approximation Practice, Extended Edition}, author={Trefethen, Lloyd N}, year={2019}, publisher={SIAM} } @book{devroye:1986, author = {Devroye, Luc}, date = {1986)}, description = {Non-Uniform Random Variate Generation}, keywords = {algorithms generation random simulation}, location = {New York}, publisher = {Springer-Verlag}, title = {Non-Uniform Random Variate Generation(originally published with}, year = 1986 } @book{williams2006gaussian, title={Gaussian processes for machine learning}, author={Williams, Christopher K and Rasmussen, Carl Edward}, volume={2}, number={3}, year={2006}, publisher={MIT press Cambridge, MA} } @book{hairer1993solving, title={Solving ordinary differential equations. 1, Nonstiff problems}, author={Hairer, Ernst and N{\o}rsett, Syvert P and Wanner, Gerhard}, year={1993}, publisher={Springer-Vlg} } @book{hairer1993solving2, title={Solving ordinary differential equations. 2, Stiff and differential-algebraic problems}, author={Hairer, Ernst and N{\o}rsett, Syvert P and Wanner, Gerhard}, year={1993}, publisher={Springer-Vlg} } @book{tyrtyshnikov2012brief, title={A brief introduction to numerical analysis}, author={Tyrtyshnikov, Eugene E}, year={2012}, publisher={Springer Science \& Business Media} } @book{amosov2003, title={Numerical Methods for Engineers}, author={Amosov, AA and Dubinskiy YuA and Kopchenova, NV}, year={2003}, publisher={Izdatelstvo MEI} } @article{arbenz2012lecture, title={Lecture notes on solving large scale eigenvalue problems}, author={Arbenz, Peter and Kressner, Daniel and Z{\"u}rich, DME}, journal={D-MATH, EHT Zurich}, volume={2}, year={2012} } @article{trefethen1996finite, title={Finite difference and spectral methods for ordinary and partial differential equations}, author={Trefethen, Lloyd Nicholas}, year={1996}, publisher={Cornell University-Department of Computer Science and Center for Applied~…} } @book{boyd2018introduction, title={Introduction to applied linear algebra: vectors, matrices, and least squares}, author={Boyd, Stephen and Vandenberghe, Lieven}, year={2018}, publisher={Cambridge university press} } @article{halko2011finding, title={Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions}, author={Halko, Nathan and Martinsson, Per-Gunnar and Tropp, Joel A}, journal={SIAM review}, volume={53}, number={2}, pages={217--288}, year={2011}, publisher={SIAM} } @book{demmel1997applied, title={Applied numerical linear algebra}, author={Demmel, James W}, year={1997}, publisher={SIAM} } @article{dahlquist198533, title={33 years of numerical instability, Part I}, author={Dahlquist, Germund}, journal={BIT Numerical Mathematics}, volume={25}, number={1}, pages={188--204}, year={1985}, publisher={Springer} }