Abstract
This first chapter serves as an introduction and overview for a collection of articles surveying the current state of the science of computational statistics. Earlier versions of most of these articles appeared in the first edition of Handbook of Computational Statistics: Concepts and Methods, published in 2004.
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References
Baggerly, K.A., Berry, D.A.: Reproducible research, AmStatNews, January, http://magazine.amstat.org/blog/2011/01/01/scipolicyjan11/. (2011)
Billard, L., Gentle, J.E.: The middle years of the interface. Comput. Science Stat. 25, 19–26 (1993)
Chambers, J.M., Ryan, B.F.: The ASA statistical computing section. Am. Stat. 44(2), 87–89 (1990)
Dwyer, P.S.: Linear Computations. Wiley, New York (1951)
Gentle, J.E.: Courses in statistical computing and computational statistics. Am. Stat. 58, 2–5 (2004)
Goodman, A.: Interface insights: From birth into the next century. Comput. Science Stat. 25, 14–18 (1993)
Grier, D.A.: Statistics and the introduction of digital computers. Chance 4(3), 30–36 (1991)
Grier, D.A.: Statistical laboratories and the origins of statistical computing. Chance 4(2), 14–20 (1999)
Hammersley, J.M., Handscomb, D.C.: Monte Carlo Methods, Methuen & Company, London (1964)
Hemmerle, W.J.: Statistical Computations on a Digital Computer. Blaisdell, Waltham, Massachusetts (1967)
Lange, K.: Computational Statistics and Optimization Theory at UCLA. Am. Stat. 58:9–11 (2004)
Leisch, F.: Sweave: Dynamic Generation of Statistical Reports Using Literate Data Analysis. In Compstat 2002 – Proceedings in Computational Statistics, edited by W. Härdle and B. Rönz, 575–580 (2002)
Milton, R., Nelder, J. (ed.): Statistical Computation, Academic Press, New York (1969)
Monahan, J.: Teaching statistical computing at NC state. Am. Stat. 58, 6–8 (2004)
Nolan, D., Temple Lang, D.: Computing in the Statistics Curriculum. Am. Stat. 64, 97–107 (2010)
Von Neumann, J.: Various Techniques Used in Connection with Random Digits, National Bureau of Standards Symposium, NBS Applied Mathematics Series 12, National Bureau of Standards (now National Institute of Standards and Technology), Washington, DC (1951)
Wegman, E.J.: History of the Interface since 1987: The corporate era. Comput. Science Stat. 25, 27–32 (1993)
Wilkinson, J.H.: Rounding Errors in Algebraic Processes, Prentice-Hall, Englewood Cliffs, NJ (1963)
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Gentle, J.E., Härdle, W.K., Mori, Y. (2012). How Computational Statistics Became the Backbone of Modern Data Science. In: Gentle, J., Härdle, W., Mori, Y. (eds) Handbook of Computational Statistics. Springer Handbooks of Computational Statistics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21551-3_1
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DOI: https://doi.org/10.1007/978-3-642-21551-3_1
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