Probability theory and statistical inference: econometric modeling with observational data
This major textbook from a distinguished econometrician is intended for students taking introductory courses in probability theory and statistical inference. No prior knowledge other than a basic familiarity with descriptive statistics is assumed. The primary objective of this book is to establish t...
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| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cambridge
Cambridge University Press
1999
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| Schlagworte: | |
| Online-Zugang: | BSB01 FHN01 UBG01 Volltext |
| Zusammenfassung: | This major textbook from a distinguished econometrician is intended for students taking introductory courses in probability theory and statistical inference. No prior knowledge other than a basic familiarity with descriptive statistics is assumed. The primary objective of this book is to establish the framework for the empirical modelling of observational (non-experimental) data. This framework known as 'Probabilistic Reduction' is formulated with a view to accommodating the peculiarities of observational (as opposed to experimental) data in a unifying and logically coherent way. Probability Theory and Statistical Inference differs from traditional textbooks in so far as it emphasizes concepts, ideas, notions and procedures which are appropriate for modelling observational data. Aimed at students at second-year undergraduate level and above studying econometrics and economics, this textbook will also be useful for students in other disciplines which make extensive use of observational data, including finance, biology, sociology and psychology and climatology |
| Beschreibung: | Title from publisher's bibliographic system (viewed on 05 Oct 2015) |
| Beschreibung: | 1 online resource (xxvii, 815 pages) |
| ISBN: | 9780511754081 |
| DOI: | 10.1017/CBO9780511754081 |
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| contents | 1. An introduction to empirical modeling -- 2. Probability theory : a modeling framework -- 3. The notion of a probability model -- App. A. Univariate probability models -- 4. The notion of a random sample -- App. B. Bivariate distributions -- 5. Probabilistic concepts and real data -- 6. The notion of non-random sample -- 7. Regression and related notions -- 8. Stochastic processes -- 9. Limit theorems -- 10. From probability theory to statistical inference -- 11. An introduction to statistical inference -- 12. Estimation I: Properties of estimators -- 13. Estimation II: Methods of estimation -- 14. Hypothesis testing -- 15. Misspecification testing |
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| dewey-ones | 330 - Economics |
| dewey-raw | 330/.01/5195 |
| dewey-search | 330/.01/5195 |
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| dewey-tens | 330 - Economics |
| discipline | Mathematik Wirtschaftswissenschaften |
| doi_str_mv | 10.1017/CBO9780511754081 |
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| spelling | Spanos, Aris 1952- Verfasser aut Probability theory and statistical inference econometric modeling with observational data Aris Spanos Probability Theory & Statistical Inference Cambridge Cambridge University Press 1999 1 online resource (xxvii, 815 pages) txt rdacontent c rdamedia cr rdacarrier Title from publisher's bibliographic system (viewed on 05 Oct 2015) 1. An introduction to empirical modeling -- 2. Probability theory : a modeling framework -- 3. The notion of a probability model -- App. A. Univariate probability models -- 4. The notion of a random sample -- App. B. Bivariate distributions -- 5. Probabilistic concepts and real data -- 6. The notion of non-random sample -- 7. Regression and related notions -- 8. Stochastic processes -- 9. Limit theorems -- 10. From probability theory to statistical inference -- 11. An introduction to statistical inference -- 12. Estimation I: Properties of estimators -- 13. Estimation II: Methods of estimation -- 14. Hypothesis testing -- 15. Misspecification testing This major textbook from a distinguished econometrician is intended for students taking introductory courses in probability theory and statistical inference. No prior knowledge other than a basic familiarity with descriptive statistics is assumed. The primary objective of this book is to establish the framework for the empirical modelling of observational (non-experimental) data. This framework known as 'Probabilistic Reduction' is formulated with a view to accommodating the peculiarities of observational (as opposed to experimental) data in a unifying and logically coherent way. Probability Theory and Statistical Inference differs from traditional textbooks in so far as it emphasizes concepts, ideas, notions and procedures which are appropriate for modelling observational data. Aimed at students at second-year undergraduate level and above studying econometrics and economics, this textbook will also be useful for students in other disciplines which make extensive use of observational data, including finance, biology, sociology and psychology and climatology Econometrics Probabilities Wahrscheinlichkeitstheorie (DE-588)4079013-7 gnd rswk-swf Statistische Entscheidungstheorie (DE-588)4077850-2 gnd rswk-swf Ökonometrie (DE-588)4132280-0 gnd rswk-swf Inferenzstatistik (DE-588)4247120-5 gnd rswk-swf 1\p (DE-588)4123623-3 Lehrbuch gnd-content Wahrscheinlichkeitstheorie (DE-588)4079013-7 s Inferenzstatistik (DE-588)4247120-5 s 2\p DE-604 Ökonometrie (DE-588)4132280-0 s 3\p DE-604 Statistische Entscheidungstheorie (DE-588)4077850-2 s 4\p DE-604 Erscheint auch als Druckausgabe 978-0-521-41354-1 Erscheint auch als Druckausgabe 978-0-521-42408-0 https://doi.org/10.1017/CBO9780511754081 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 4\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Spanos, Aris 1952- Probability theory and statistical inference econometric modeling with observational data 1. An introduction to empirical modeling -- 2. Probability theory : a modeling framework -- 3. The notion of a probability model -- App. A. Univariate probability models -- 4. The notion of a random sample -- App. B. Bivariate distributions -- 5. Probabilistic concepts and real data -- 6. The notion of non-random sample -- 7. Regression and related notions -- 8. Stochastic processes -- 9. Limit theorems -- 10. From probability theory to statistical inference -- 11. An introduction to statistical inference -- 12. Estimation I: Properties of estimators -- 13. Estimation II: Methods of estimation -- 14. Hypothesis testing -- 15. Misspecification testing Econometrics Probabilities Wahrscheinlichkeitstheorie (DE-588)4079013-7 gnd Statistische Entscheidungstheorie (DE-588)4077850-2 gnd Ökonometrie (DE-588)4132280-0 gnd Inferenzstatistik (DE-588)4247120-5 gnd |
| subject_GND | (DE-588)4079013-7 (DE-588)4077850-2 (DE-588)4132280-0 (DE-588)4247120-5 (DE-588)4123623-3 |
| title | Probability theory and statistical inference econometric modeling with observational data |
| title_alt | Probability Theory & Statistical Inference |
| title_auth | Probability theory and statistical inference econometric modeling with observational data |
| title_exact_search | Probability theory and statistical inference econometric modeling with observational data |
| title_full | Probability theory and statistical inference econometric modeling with observational data Aris Spanos |
| title_fullStr | Probability theory and statistical inference econometric modeling with observational data Aris Spanos |
| title_full_unstemmed | Probability theory and statistical inference econometric modeling with observational data Aris Spanos |
| title_short | Probability theory and statistical inference |
| title_sort | probability theory and statistical inference econometric modeling with observational data |
| title_sub | econometric modeling with observational data |
| topic | Econometrics Probabilities Wahrscheinlichkeitstheorie (DE-588)4079013-7 gnd Statistische Entscheidungstheorie (DE-588)4077850-2 gnd Ökonometrie (DE-588)4132280-0 gnd Inferenzstatistik (DE-588)4247120-5 gnd |
| topic_facet | Econometrics Probabilities Wahrscheinlichkeitstheorie Statistische Entscheidungstheorie Ökonometrie Inferenzstatistik Lehrbuch |
| url | https://doi.org/10.1017/CBO9780511754081 |
| work_keys_str_mv | AT spanosaris probabilitytheoryandstatisticalinferenceeconometricmodelingwithobservationaldata AT spanosaris probabilitytheorystatisticalinference |