Cargando…

On the Use of the Lasso for Instrumental Variables Estimation with Some Invalid Instruments

We investigate the behavior of the Lasso for selecting invalid instruments in linear instrumental variables models for estimating causal effects of exposures on outcomes, as proposed recently by Kang et al. Invalid instruments are such that they fail the exclusion restriction and enter the model as...

Descripción completa

Detalles Bibliográficos
Autores principales:	Windmeijer, Frank, Farbmacher, Helmut, Davies, Neil, Davey Smith, George
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Taylor & Francis 2018
Materias:	Theory and Methods
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6817329/ https://www.ncbi.nlm.nih.gov/pubmed/31708716 http://dx.doi.org/10.1080/01621459.2018.1498346

Ejemplares similares

The many weak instruments problem and Mendelian randomization
por: Davies, Neil M, et al.
Publicado: (2015)

Power calculator for instrumental variable analysis in pharmacoepidemiology
por: Walker, Venexia M, et al.
Publicado: (2017)

Selection Bias When Estimating Average Treatment Effects Using One-sample Instrumental Variable Analysis
por: Hughes, Rachael A., et al.
Publicado: (2019)

Consistent Estimation in Mendelian Randomization with Some Invalid Instruments Using a Weighted Median Estimator
por: Bowden, Jack, et al.
Publicado: (2016)

Genetic markers as instrumental variables
por: von Hinke, Stephanie, et al.
Publicado: (2016)

Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression
por: Bowden, Jack, et al.
Publicado: (2015)

Instrumental Variable Analysis with a Nonlinear Exposure–Outcome Relationship
por: Burgess, Stephen, et al.
Publicado: (2014)

Comparison of intergenerational instrumental variable analyses of body mass index and mortality in UK Biobank
por: Barry, Ciarrah-Jane, et al.
Publicado: (2022)

Harmonising summary measures of population health using global survey instruments
por: Berger, Nicolas, et al.
Publicado: (2016)

A unified model-implied instrumental variable approach for structural equation modeling with mixed variables
por: Jin, Shaobo, et al.
Publicado: (2021)

Estimating Marginal Healthcare Costs Using Genetic Variants as Instrumental Variables: Mendelian Randomization in Economic Evaluation
por: Dixon, Padraig, et al.
Publicado: (2016)

Bayesian methods for instrumental variable analysis with genetic instruments (‘Mendelian randomization’): example with urate transporter SLC2A9 as an instrumental variable for effect of urate levels on metabolic syndrome
por: McKeigue, Paul M, et al.
Publicado: (2010)

How to compare instrumental variable and conventional regression analyses using negative controls and bias plots
por: Davies, Neil M, et al.
Publicado: (2017)

A Lasso and a Regression Tree Mixed-Effect Model with Random Effects for the Level, the Residual Variance, and the Autocorrelation
por: Nestler, Steffen, et al.
Publicado: (2021)

A weak instrument [Formula: see text]-test in linear IV models with multiple endogenous variables()
por: Sanderson, Eleanor, et al.
Publicado: (2016)

Falsification of the instrumental variable conditions in Mendelian randomization studies in the UK Biobank
por: Guo, Kelly, et al.
Publicado: (2023)

A robust mean and variance test with application to high-dimensional phenotypes
por: Staley, James R., et al.
Publicado: (2021)

Application of the Instrumental Inequalities to a Mendelian Randomization Study With Multiple Proposed Instruments
por: Diemer, Elizabeth W., et al.
Publicado: (2020)

Causal null hypotheses of sustained treatment strategies: What can be tested with an instrumental variable?
por: Swanson, Sonja A., et al.
Publicado: (2018)

Computation for Latent Variable Model Estimation: A Unified Stochastic Proximal Framework
por: Zhang, Siliang, et al.
Publicado: (2022)

Estimating the influence of body mass index (BMI) on mortality using offspring BMI as an instrumental variable
por: Hyppönen, Elina, et al.
Publicado: (2022)

Interpreting Mendelian-randomization estimates of the effects of categorical exposures such as disease status and educational attainment
por: Howe, Laurence J, et al.
Publicado: (2021)

Sample size and power calculations in Mendelian randomization with a single instrumental variable and a binary outcome
por: Burgess, Stephen
Publicado: (2014)

Physicians' prescribing preferences were a potential instrument for patients' actual prescriptions of antidepressants()
por: Davies, Neil M., et al.
Publicado: (2013)

Within-Person Variability Score-Based Causal Inference: A Two-Step Estimation for Joint Effects of Time-Varying Treatments
por: Usami, Satoshi
Publicado: (2022)

Exploring and mitigating potential bias when genetic instrumental variables are associated with multiple non-exposure traits in Mendelian randomization
por: Yang, Qian, et al.
Publicado: (2022)

Some Points in Invalid Feeding
Publicado: (1903)

An IV for the RCT: using instrumental variables to adjust for treatment contamination in randomised controlled trials
por: Sussman, Jeremy B, et al.
Publicado: (2010)

Estimating and Using Block Information in the Thurstonian IRT Model
por: Frick, Susanne
Publicado: (2023)

Latent Class Models for Diary Method Data: Parameter Estimation by Local Computations
por: Rijmen, Frank, et al.
Publicado: (2007)

Modal-based estimation via heterogeneity-penalized weighting: model averaging for consistent and efficient estimation in Mendelian randomization when a plurality of candidate instruments are valid
por: Burgess, Stephen, et al.
Publicado: (2018)

LaSSO, a strategy for genome-wide mapping of intronic lariats and branch points using RNA-seq
por: Bitton, Danny A., et al.
Publicado: (2014)

An introduction to instrumental variable assumptions, validation and estimation
por: Lousdal, Mette Lise
Publicado: (2018)

Associations of mortality with own height using son's height as an instrumental variable
por: Carslake, David, et al.
Publicado: (2013)

The Role of Conditional Likelihoods in Latent Variable Modeling
por: Skrondal, Anders, et al.
Publicado: (2022)

An instrumented centrifuge for studying mouse locomotion and behaviour under hypergravity
por: Smith, Benjamin J. H., et al.
Publicado: (2019)

Comparison of variance estimators for meta-analysis of instrumental variable estimates
por: Schmidt, AF, et al.
Publicado: (2016)

Some Causes That Lead to Invalidism in Women
por: Holmes, J. B. S.
Publicado: (1894)

Some Causes that Lead to Invalidism in Women
por: Holmes, J. B. S.
Publicado: (1894)

Meta-Analysis of Mid-p-Values: Some New Results based on the Convex Order
por: Rubin-Delanchy, Patrick, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_20tocqq1na766jnsvkdv5stb69