Jiuyong Li

Practical Approaches to Causal Relationship Exploration

Buch

This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in medicine, epidemiology, biology, economics, physics and social sciences. The first two methods apply conditional independence tests for causal discovery. The last two methods employ association rule mining for efficient causal hypothesis generation, and a partial association test and retrospective cohort study for validating the hypotheses. All four methods are innovative and effective in identifying potential causal relationships around a given target, and each has its own strength an… Mehr

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Produktdetails

Weitere Autoren: Liu, Lin / Le, Thuc Duy

ISBN: 978-3-319-14432-0
EAN: 9783319144320
Produktnummer: 17313684
Verlag: Springer-Verlag GmbH
Sprache: Englisch
Erscheinungsjahr: 2015
Seitenangabe: 85 S.
Masse: H23.5 cm x B15.5 cm x D0.5 cm 154 g
Abbildungen: Book; 21 schwarz-weiße Abbildungen, 14 schwarz-weiße Tabellen, Bibliographie
Gewicht: 154