000			04330cam a2200361 i 4500
999			_c185790
001			881207641
003			OCoLC
005			20171207120934.0
008			140707s2015 nyu b 001 0 eng
010			_a2014020988
020			_a9780521885881
040			_aSPU
049			_amain
050			_aH 62 _bI42C 2015
100			_aImbens, Guido W. _9225341
245	1	0	_aCausal inference for statistics, social, and biomedical sciences : _ban introduction / _cGuido W. Imbens, Stanford University, Donald B. Rubin, Harvard University
260			_aNew York : _bCambridge University Press, _c2015
300			_axix, 625 pages ; _c26 cm
449			_a140502
504			_aIncludes bibliographical references and index
505	0		_aPart 1: Introduction -- Causality: The Basic Framework -- A Brief History of the Potential Outcomes Approach to Causal Inference -- A Classification of Assignment Mechanisms -- Part 2: Classical Randomized Experiments -- A Taxonomy of Classical Randomized Experiments -- Fisher's Exact P-Values for Completely Randomized Experiments -- Neyman's Repeated Sampling Approach to Completely Randomized Experiments -- Regression Methods for Completely Randomized Experiments -- Model-Based Inference for Completely Randomized Experiments -- Stratified Randomized Experiments -- Pairwise Randomized Experiments -- Case Study: An Experimental Evaluation of a Labor Market Program -- Part 3: Regular Assignment Mechanisms: Design -- Unconfounded Treatment Assignment -- Estimating the Propensity Score -- Assessing Overlap in Covariate Distributions -- Matching to Improve Balance in Covariate Distributions -- Trimming to Improve Balance in Covariate Distribution -- Part 4: Regular Assignment Mechanisms: Analysis -- Subclassification on the Propensity Score -- Matching Estimators -- A General Method for Estimating Sampling Variances for Standard Estimators for Average Causal Effects -- Inference for General Causal Estimands -- Part 5: Regular Assignment Mechanisms: Supplementary Analyses -- Assessing Unconfoundedness -- Sensitivity Analysis and Bounds -- Part 6: Regular Assignment Mechanisms with Noncompliance: Analysis -- Instrumental Variables Analysis of Randomized Experiments with One-Sided Noncompliance -- Instrumental Variables Analysis of Randomized Experiments with Two-Sided Noncompliance -- Model-Based Analysis in Instrumental Variable Settings: Randomized Experiments with Two-Sided Noncompliance -- Part 7: Conclusion -- Conclusions and Extensions
650	0	0	_aSOCIAL SCIENCES _xRESEARCH _941014
650		0	_aCAUSATION _9225342
650	0	0	_aINFERENCE _9217618
700	1		_aRubin, Donald B
850			_aSPU
910			_aสำนักวิชาศึกษาทั่วไป (ผศ. อำนาจ วังจีน) งาน SPU Books Fair 2017 _bร้านเมดซายน์บุ๊ค _c040817 _pF066890
942			_2lcc _cGEN
998			_ajirawan 0917 _bjirawan 0917