Practical Statistics for Astronomers
Seiten
2003
Cambridge University Press (Verlag)
978-0-521-45616-6 (ISBN)
Cambridge University Press (Verlag)
978-0-521-45616-6 (ISBN)
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This practical handbook presents the most relevant statistical and probabilistic machinery for use in observational astronomy. Classical parametric and non-parametric methods are covered, but there is a strong emphasis on Bayesian solutions and the importance of probability in experimental inference. Suitable for advanced undergraduate and graduate students, and professional astronomers.
Astronomy, like any experimental subject, needs statistical methods to interpret data reliably. This practical handbook presents the most relevant statistical and probabilistic machinery for use in observational astronomy. Classical parametric and non-parametric methods are covered, but there is a strong emphasis on Bayesian solutions and the importance of probability in experimental inference. Chapters cover basic probability, correlation analysis, hypothesis testing, Bayesian modelling, time series analysis, luminosity functions, and clustering. The book avoids the technical language of statistics in favour of demonstrating astronomical relevance and applicability. It contains many worked examples, and problems that make use of databases which are available on the Web. It is suitable for self-study at advanced undergraduate or graduate level, as a reference for professional astronomers, and as a textbook basis for courses in statistical methods in astronomy.
Astronomy, like any experimental subject, needs statistical methods to interpret data reliably. This practical handbook presents the most relevant statistical and probabilistic machinery for use in observational astronomy. Classical parametric and non-parametric methods are covered, but there is a strong emphasis on Bayesian solutions and the importance of probability in experimental inference. Chapters cover basic probability, correlation analysis, hypothesis testing, Bayesian modelling, time series analysis, luminosity functions, and clustering. The book avoids the technical language of statistics in favour of demonstrating astronomical relevance and applicability. It contains many worked examples, and problems that make use of databases which are available on the Web. It is suitable for self-study at advanced undergraduate or graduate level, as a reference for professional astronomers, and as a textbook basis for courses in statistical methods in astronomy.
Jasper Wall is Professor of Astrophysics in the Department of Astrophysics, University of Oxford. Charles Jenkins is a Principal Research Scientist at Schlumberger Cambridge Research, Cambridge UK.
1. Decision; 2. Probability; 3. Statistics and expectations; 4. Correlation and association; 5. Hypothesis testing; 6. Data modelling: parameter-estimation; 7. Detection and surveys; 8. Sequential data - 1D statistics; 9. Surface distribution - 2D statistics; Appendices.
Erscheint lt. Verlag | 13.11.2003 |
---|---|
Reihe/Serie | Cambridge Observing Handbooks for Research Astronomers |
Zusatzinfo | Worked examples or Exercises; 26 Tables, unspecified; 5 Halftones, unspecified; 63 Line drawings, unspecified |
Verlagsort | Cambridge |
Sprache | englisch |
Maße | 153 x 229 mm |
Gewicht | 490 g |
Themenwelt | Mathematik / Informatik ► Mathematik ► Statistik |
Naturwissenschaften ► Physik / Astronomie ► Astronomie / Astrophysik | |
ISBN-10 | 0-521-45616-9 / 0521456169 |
ISBN-13 | 978-0-521-45616-6 / 9780521456166 |
Zustand | Neuware |
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