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Where do computational mathematics and computational statistics converge?
Author(s) -
Duffy Austen C.
Publication year - 2014
Publication title -
wiley interdisciplinary reviews: computational statistics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.693
H-Index - 38
eISSN - 1939-0068
pISSN - 1939-5108
DOI - 10.1002/wics.1313
Subject(s) - computational statistics , computational complexity theory , computational thinking , computational problem , computational model , computer science , computational resource , computational simulation , intersection (aeronautics) , theoretical computer science , mathematics education , algorithm , mathematics , computational science , artificial intelligence , machine learning , engineering , aerospace engineering
This overview presents a discussion on several topics of importance shared by the fields of computational mathematics and computational statistics. A brief history of the advancements to the fields of mathematics and statistics leading to the modern computational era is provided, along with a discussion of the intersection of topics which comprise the two subjects. The foundational aspects shared by both computational mathematics and computational statistics are explored with elementary discussions suitable to nonexperts and aspiring students of the computational sciences. Finally, a discussion of the role played by computational mathematics and computational statistics in a few selected application areas is explored. WIREs Comput Stat 2014, 6:341–351. doi: 10.1002/wics.1313 This article is categorized under: Applications of Computational Statistics > Computational Mathematics Algorithms and Computational Methods > Numerical Methods