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Numerical Analysis Bookshelf

Daisuke Kanaizumi edited this page Oct 15, 2019 · 6 revisions

Books about numerical analysis

  • W. Tucker, Validated Numerics -A Short Introduction to Rigorous Computations-, Princeton University Press, 2011.
  • Gautschi, W. (1997). Numerical analysis. Springer Science & Business Media.
  • Kress, R. Numerical Analysis. 1998. Springer.
  • Higham, N. J. (2002). Accuracy and stability of numerical algorithms (Vol. 80). SIAM.
  • Deuflhard, P., & Hohmann, A. (2003). Numerical analysis in modern scientific computing: an introduction. New York: Springer.
  • Stoer, J., & Bulirsch, R. (2013). Introduction to numerical analysis (Vol. 12). Springer Science & Business Media.

Numerical Mathematics

  • Whittaker, E. T., & Robinson, G. (1940). Calculus of observations: Treatise on Numerical Mathematics 3rd Edition. Blackie and Sons Limited, London.
  • Quarteroni, A., Sacco, R., & Saleri, F. (2010). Numerical mathematics (Vol. 37). Springer Science & Business Media.
  • Cheney, E. W., & Kincaid, D. R. (2012). Numerical mathematics and computing. Cengage Learning.
  • Stoyan, G., & Baran, A. (2016). Elementary numerical mathematics for programmers and engineers. Springer International Publishing.

Computing Mathematical Functions

Programming Books

  • Knuth, D. E. (1997). The art of computer programming. Pearson Education.
  • Press, W. H., Teukolsky, S. A., Vetterling, W. T., & Flannery, B. P. (1992). Numerical recipes in C++. The art of scientific computing.
  • Advanced R

Texts about Julia

  • Bezanson, J., Edelman, A., Karpinski, S., & Shah, V. B. (2017). Julia: A fresh approach to numerical computing. SIAM Review, 59(1), 65-98.
  • Nagar, S. (2017). Beginning Julia Programming. Apress, Berkeley, CA.

Texts about MATLAB

Books about Python

  • A. Downey, Think Python -How to Think Like a Computer Scientist-, Green Tea Press, 2012.
  • McKinney, W. (2012). Python for data analysis: Data wrangling with Pandas, NumPy, and IPython. " O'Reilly Media, Inc.".
  • Lutz, M. (2013). Learning python: Powerful object-oriented programming. " O'Reilly Media, Inc.".
  • Dale, K. (2016). Data Visualization with Python and JavaScript: Scrape, Clean, Explore & Transform Your Data. " O'Reilly Media, Inc.".

Interval Arithmetic

  • Mayer, G. (2017). Interval analysis: and automatic result verification (Vol. 65). Walter de Gruyter GmbH & Co KG.
  • Alefeld, G., & Herzberger, J., Introduction to interval computation. Academic Press.
  • Moore, R., Kearfott, R., & Cloud, M. (2009). Introduction to interval analysis (Vol. 110). SIAM.
  • Neumaier, A. (1990). Interval methods for systems of equations (Vol. 37). Cambridge University Press.

和書

数値解析

  • 森正武:「数値解析」(第2版)、共立出版(共立数学講座)、ISBN 978-4320017016(2002年2月1日)
  • 杉原正顯、室田一雄:「数値計算の数理」、岩波書店(2003年5月23日)
  • 山本哲朗:「数値解析入門【増訂版】」、サイエンス社、ISBN 978-4781910383(2003年6月1日)

精度保証

  • 中尾充宏、山本野人:「精度保証付き数値計算―コンピュータによる無限への挑戦」、日本評論社、(1998年)
  • 大石進一:「精度保証付き数値計算」、コロナ社、(2000年)
  • 中尾充宏、渡辺善隆:「実例で学ぶ精度保証付き数値計算」、サイエンス社(2011年)
  • 大石進一編著:「精度保証付き数値計算の基礎」、コロナ社、(2018年)

Books about social innovation