Bayesian methods for the physical sciences: learning from examples in astronomy and physics
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham [u.a.]
Springer
2015
|
| Schriftenreihe: | Springer Series in Astrostatistics
4 |
| Schlagworte: | |
| Online-Zugang: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XI, 238 S.) 127 illus., 120 illus. in color |
| ISBN: | 9783319152875 |
| ISSN: | 2199-1030 |
| DOI: | 10.1007/978-3-319-15287-5 |
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Datensatz im Suchindex
| _version_ | 1804174754777661440 |
|---|---|
| adam_text | BAYESIAN METHODS FOR THE PHYSICAL SCIENCES
/ ANDREON, STEFANO
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
RECIPES
A BIT OF THEORY
A BIT OF NUMERICAL COMPUTATION
SINGLE PARAMETER MODELS
THE PRIOR
MULTI-PARAMETERS MODELS
NON-RANDOM DATA COLLECTION
FITTING REGRESSION MODELS
MODEL CHECKING AND SENSITIVITY ANALYSIS
BAYESIAN VS SIMPLE METHODS
APPENDIX: PROBABILITY DISTRIBUTIONS
APPENDIX: THE THIRD AXIOM OF PROBABILITY, CONDITIONAL PROBABILITY,
INDEPENDENCE AND CONDITIONAL INDEPENDENCE
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
BAYESIAN METHODS FOR THE PHYSICAL SCIENCES
/ ANDREON, STEFANO
: 2015
ABSTRACT / INHALTSTEXT
STATISTICAL LITERACY IS CRITICAL FOR THE MODERN RESEARCHER IN PHYSICS
AND ASTRONOMY. THIS BOOK EMPOWERS RESEARCHERS IN THESE DISCIPLINES BY
PROVIDING THE TOOLS THEY WILL NEED TO ANALYZE THEIR OWN DATA. CHAPTERS
IN THIS BOOK PROVIDE A STATISTICAL BASE FROM WHICH TO APPROACH NEW
PROBLEMS, INCLUDING NUMERICAL ADVICE AND A PROFUSION OF EXAMPLES. THE
EXAMPLES ARE ENGAGING ANALYSES OF REAL-WORLD PROBLEMS TAKEN FROM MODERN
ASTRONOMICAL RESEARCH. THE EXAMPLES ARE INTENDED TO BE STARTING POINTS
FOR READERS AS THEY LEARN TO APPROACH THEIR OWN DATA AND RESEARCH
QUESTIONS. ACKNOWLEDGING THAT SCIENTIFIC PROGRESS NOW HINGES ON THE
AVAILABILITY OF DATA AND THE POSSIBILITY TO IMPROVE PREVIOUS ANALYSES,
DATA AND CODE ARE DISTRIBUTED THROUGHOUT THE BOOK. THE JAGS SYMBOLIC
LANGUAGE USED THROUGHOUT THE BOOK MAKES IT EASY TO PERFORM BAYESIAN
ANALYSIS AND IS PARTICULARLY VALUABLE AS READERS MAY USE IT IN A MYRIAD
OF SCENARIOS THROUGH SLIGHT MODIFICATIONS. THIS BOOK IS COMPREHENSIVE,
WELL WRITTEN, AND WILL SURELY BE REGARDED AS A STANDARD TEXT IN BOTH
ASTROSTATISTICS AND PHYSICAL STATISTICS. JOSEPH M. HILBE, PRESIDENT,
INTERNATIONAL ASTROSTATISTICS ASSOCIATION, PROFESSOR EMERITUS,
UNIVERSITY OF HAWAII, AND ADJUNCT PROFESSOR OF STATISTICS, ARIZONA STATE
UNIVERSITY
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Andreon, Stefano Weaver, Brian |
| author_facet | Andreon, Stefano Weaver, Brian |
| author_role | aut aut |
| author_sort | Andreon, Stefano |
| author_variant | s a sa b w bw |
| building | Verbundindex |
| bvnumber | BV042592116 |
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| collection | ZDB-2-SMA |
| ctrlnum | (OCoLC)910752283 (DE-599)BVBBV042592116 |
| dewey-full | 519.5 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
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| discipline | Mathematik |
| doi_str_mv | 10.1007/978-3-319-15287-5 |
| format | Electronic eBook |
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| indexdate | 2024-07-10T07:05:25Z |
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| isbn | 9783319152875 |
| issn | 2199-1030 |
| language | English |
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| series | Springer Series in Astrostatistics |
| series2 | Springer series in astrostatistics |
| spelling | Andreon, Stefano Verfasser aut Bayesian methods for the physical sciences learning from examples in astronomy and physics Stefano Andreon ; Brian Weaver Cham [u.a.] Springer 2015 1 Online-Ressource (XI, 238 S.) 127 illus., 120 illus. in color txt rdacontent c rdamedia cr rdacarrier Springer series in astrostatistics 4 2199-1030 Statistics Mathematical physics Astronomy Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Astronomy, Astrophysics and Cosmology Mathematical Methods in Physics Mathematische Physik Statistik Weaver, Brian Verfasser aut Erscheint auch als Druckausgabe 978-3-319-15286-8 Springer Series in Astrostatistics 4 (DE-604)BV040744455 4 https://doi.org/10.1007/978-3-319-15287-5 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025328&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028025328&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Andreon, Stefano Weaver, Brian Bayesian methods for the physical sciences learning from examples in astronomy and physics Springer Series in Astrostatistics Statistics Mathematical physics Astronomy Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Astronomy, Astrophysics and Cosmology Mathematical Methods in Physics Mathematische Physik Statistik |
| title | Bayesian methods for the physical sciences learning from examples in astronomy and physics |
| title_auth | Bayesian methods for the physical sciences learning from examples in astronomy and physics |
| title_exact_search | Bayesian methods for the physical sciences learning from examples in astronomy and physics |
| title_full | Bayesian methods for the physical sciences learning from examples in astronomy and physics Stefano Andreon ; Brian Weaver |
| title_fullStr | Bayesian methods for the physical sciences learning from examples in astronomy and physics Stefano Andreon ; Brian Weaver |
| title_full_unstemmed | Bayesian methods for the physical sciences learning from examples in astronomy and physics Stefano Andreon ; Brian Weaver |
| title_short | Bayesian methods for the physical sciences |
| title_sort | bayesian methods for the physical sciences learning from examples in astronomy and physics |
| title_sub | learning from examples in astronomy and physics |
| topic | Statistics Mathematical physics Astronomy Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Astronomy, Astrophysics and Cosmology Mathematical Methods in Physics Mathematische Physik Statistik |
| topic_facet | Statistics Mathematical physics Astronomy Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Astronomy, Astrophysics and Cosmology Mathematical Methods in Physics Mathematische Physik Statistik |
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