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Defects, scientific computation and the scientific method

  • Les Hatton
  • Kingston University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Computation has rapidly grown in the last 50 years so that in many scientific areas it is the dominant partner in the practice of science. Unfortunately, unlike the experimental sciences, it does not adhere well to the principles of the scientific method as espoused by for example, the philosopher Karl Popper. Such principles are built around the notions of deniability and reproducibility. Although much research effort has been spent on measuring the density of software defects, much less has been spent on the more difficult problem of measuring their effect on the output of a program. This paper explores these issues with numerous examples suggesting how this situation might be improved to match the demands of modern science. Finally it develops a theoretical model based on Shannon information which suggests that software systems have strong implementation independent behaviour and presents supporting evidence.
Original languageEnglish
Title of host publicationUncertainty quantification in scientific computing
Subtitle of host publication10th IFIP WG 2.5 Working Conference, WoCoUQ 2011, Boulder, CO, USA, August 1-4, 2011, revised selected papers
EditorsA. M. Dienstfrey, R. F. Boisvert
Place of PublicationBerlin, Germany
PublisherSpringer
Pages123-138
Number of pages16
Volume377
ISBN (Electronic)9783642326776
ISBN (Print)9783642326769
DOIs
Publication statusPublished - Aug 2012
Externally publishedYes
Event10th IFIP WG 2.5 Working Conference - Boulder, USA
Duration: 1 Aug 20114 Aug 2011

Publication series

NameIFIP Advances in Information and Communication Technology
PublisherSpringer
Volume377
ISSN (Print)1868-4238
ISSN (Electronic)1868-422X

Conference

Conference10th IFIP WG 2.5 Working Conference
Period1/08/114/08/11

Keywords

  • Computer science and informatics

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