Some theoretical foundations for the design and analysis of randomized experiments
Abstract: Neyman’s seminal work in 1923 has been a milestone in statistics over the century, which has motivated many fundamental statistical concepts and methodology. In this review, we delve into Neyman’s groundbreaking contribution and offer technical insights into the design and analysis of randomized experiments. We shall review the basic setup of completely randomized experiments and the classical approaches for inferring the average treatment effects. We shall, in particular, review more efficient design and analysis of randomized experiments by utilizing pretreatment covariates, which move beyond Neyman’s original work without involving any covariate. We then summarize several technical ingredients regarding randomizations and permutations that have been developed over the century, such as permutational central limit theorems and Berry–Esseen bounds, and we elaborate on how these technical results facilitate the understanding of randomized experiments. The discussion is also extended to other randomized experiments including rerandomization, stratified randomized experiments, matched pair experiments, and cluster randomized experiments.
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
-
Online-Ressource
- Sprache
-
Englisch
- Erschienen in
-
Some theoretical foundations for the design and analysis of randomized experiments ; volume:12 ; number:1 ; year:2024 ; extent:30
Journal of causal inference ; 12, Heft 1 (2024) (gesamt 30)
- Urheber
-
Shi, Lei
Li, Xinran
- DOI
-
10.1515/jci-2023-0067
- URN
-
urn:nbn:de:101:1-2411211559517.589073184991
- Rechteinformation
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
-
15.08.2025, 07:28 MESZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Shi, Lei
- Li, Xinran
Ähnliche Objekte (12)
Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Retraction of: Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Mechanical Behavior during Electrochemical and Mechanical Deactivation of an Aged Electrode in a Lithium‐Ion Pouch Cell
Inverse design in photonic crystals
Compartmentalized replication organelle of flavivirus at the ER and the factors involved
Economic growth and subjective well-being: analyzing the formative mechanism of Easterlin Paradox
Crystal structure of (E)-2-fluoro-6-((4-hydroxyphenethylimino)- methyl) phenol, C 15 H 14 FNO 2
Building a protein name dictionary from full text: a machine learning term extraction approach
Stoichiometric characteristics of microbial biomass in oil-contaminated soil in the loess hilly region
Opportunities and challenges for converged platform for audio-visual and data services in 470-790 MHz UHF broadcasting band
Optimum design of the double roll rotary forging machine frame
Effects of FSHR polymorphisms on premature ovarian insufficiency in human beings: a meta-analysis
Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Retraction of: Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Mechanical Behavior during Electrochemical and Mechanical Deactivation of an Aged Electrode in a Lithium‐Ion Pouch Cell
Inverse design in photonic crystals
Compartmentalized replication organelle of flavivirus at the ER and the factors involved
Economic growth and subjective well-being: analyzing the formative mechanism of Easterlin Paradox
Crystal structure of (E)-2-fluoro-6-((4-hydroxyphenethylimino)- methyl) phenol, C 15 H 14 FNO 2
Building a protein name dictionary from full text: a machine learning term extraction approach
Stoichiometric characteristics of microbial biomass in oil-contaminated soil in the loess hilly region
Opportunities and challenges for converged platform for audio-visual and data services in 470-790 MHz UHF broadcasting band
Optimum design of the double roll rotary forging machine frame
Effects of FSHR polymorphisms on premature ovarian insufficiency in human beings: a meta-analysis
Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Retraction of: Concentrating solutions for a planar elliptic problem with large nonlinear exponent and Robin boundary condition
Mechanical Behavior during Electrochemical and Mechanical Deactivation of an Aged Electrode in a Lithium‐Ion Pouch Cell
Inverse design in photonic crystals
Compartmentalized replication organelle of flavivirus at the ER and the factors involved
Economic growth and subjective well-being: analyzing the formative mechanism of Easterlin Paradox
Crystal structure of (E)-2-fluoro-6-((4-hydroxyphenethylimino)- methyl) phenol, C 15 H 14 FNO 2
Building a protein name dictionary from full text: a machine learning term extraction approach
Stoichiometric characteristics of microbial biomass in oil-contaminated soil in the loess hilly region
Opportunities and challenges for converged platform for audio-visual and data services in 470-790 MHz UHF broadcasting band
Optimum design of the double roll rotary forging machine frame