MTU Cork Library Catalogue

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Probability theory and statistical inference : econometric modelling with observational data / Aris Spanos.

By: Spanos, Aris, 1952-.
Material type: materialTypeLabelBookPublisher: Cambridge ; New York, NY : Cambridge University Press, c1999Description: xxvii, 815 p. : ill ; 26 cm. + hbk.ISBN: 0521413540 (hbk); 0521424089 (pbk).Subject(s): Econometrics | ProbabilitiesDDC classification: 660.015195
Contents:
An introduction to empirical modeling -- Probability theory: a modeling framework -- The notion of a probability model -- The notion of a random sample -- Probabilistic concepts and real data -- The notion of a non-random sample -- Regression and related notions -- Stochastic processes -- Limit theorems -- From probability theory to statistical inference -- An introduction to statistical inference -- Estimation I: Properties of estimators -- Estimation II: Methods of estimation -- Hypothesis testing -- Misspecification testing.
Holdings
Item type Current library Call number Copy number Status Date due Barcode Item holds
General Lending MTU Bishopstown Library Lending 660.015195 (Browse shelf(Opens below)) 1 Available 00077486
Total holds: 0

Enhanced descriptions from Syndetics:

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.

Spine title: Probability theory and statistical inference.

Includes bibliographical references (pages 787-805) and index.

An introduction to empirical modeling -- Probability theory: a modeling framework -- The notion of a probability model -- The notion of a random sample -- Probabilistic concepts and real data -- The notion of a non-random sample -- Regression and related notions -- Stochastic processes -- Limit theorems -- From probability theory to statistical inference -- An introduction to statistical inference -- Estimation I: Properties of estimators -- Estimation II: Methods of estimation -- Hypothesis testing -- Misspecification testing.

Table of contents provided by Syndetics

  • Preface
  • 1 An introduction to empirical modelling
  • 2 Probability theory: a modelling framework
  • 3 The notion of a Probability model
  • 4 The notion of a Random Sample
  • 5 Theoretical concepts and real data
  • 6 The notion of a 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 References
  • 16 Index

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