Author details

Full Name

Ilya Shpitser

Affiliation

Johns Hopkins University, Md Malone Center for Engineering in Healthcare

ORCID

Career Start Year

2010

Papers

H Index

Expertise

CM4AI Collaborator

PMID	Paper Title	Journal Title	Published Year
36154975	Causal determinants of postoperative length of stay in cardiac surgery using causal graphical learning.	J Thorac Cardiovasc Surg	2023
37488709	A self-censoring model for multivariate nonignorable nonmonotone missing data.	Biometrics	2023
37113198	Controlling the chaos: Information management in home-infusion central-line-associated bloodstream infection (CLABSI) surveillance.	Antimicrob Steward Healthc Epidemiol	2023
37078467	Implementing and validating a home-infusion central-line-associated bloodstream infection surveillance definition.	Infect Control Hosp Epidemiol	2023
36968627	Nonmyopic and pseudo-nonmyopic approaches to optimal sequential design in the presence of covariates.	J Stat Comput Simul	2023
36869806	Examining the Causal Mediating Role of Cardiovascular Disease on the Effect of Subclinical Cardiovascular Disease on Cognitive Impairment via SeparableÂ Effects.	J Gerontol A Biol Sci Med Sci	2023
34890575	Leveraging Machine Learning to Predict 30-Day Hospital Readmission After CardiacÂ Surgery.	Ann Thorac Surg	2022
36246417	Semiparametric Inference for Nonmonotone Missing-Not-at-Random Data: The No Self-Censoring Model.	J Am Stat Assoc	2022
34366505	Auto-G-Computation of Causal Effects on a Network.	J Am Stat Assoc	2021
34854846	Causal Inference From Observational Data: It Is Complicated.	Pediatr Crit Care Med	2021
34510405	Discussion on "Causal mediation of semicompeting risks" by Yen-Tsung Huang.	Biometrics	2021
32324754	Feature engineering with clinical expert knowledge: A case study assessment of machine learning model complexity and performance.	PLoS One	2020
33531864	Robust inference on population indirect causal effects: the generalized front door criterion.	J R Stat Soc Series B Stat Methodol	2020
34321718	Examining the causal mediating role of brain pathology on the relationship between diabetes and cognitive impairment: the Cardiovascular Health Study.	J R Stat Soc Ser A Stat Soc	2020
34316102	Causal inference, social networks and chain graphs.	J R Stat Soc Ser A Stat Soc	2020
33313513	General Identification of Dynamic Treatment Regimes Under Interference.	Proc Mach Learn Res	2020
33283199	Identification and Estimation of Causal Effects Defined by Shift Interventions.	Proc Mach Learn Res	2020
33283197	Full Law Identification in Graphical Models of Missing Data: Completeness Results.	Proc Mach Learn Res	2020
33240555	Identification in Causal Models With Hidden Variables.	J Soc Fr Statistique (2009)	2020
33390591	On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding.	Biometrika	2020
33294849	Deriving Bounds and Inequality Constraints Using Logical Relations Among Counterfactuals.	Proc Mach Learn Res	2020
30506737	Radio-morphology: Parametric shape-based features in radiotherapy.	Med Phys	2019
31886463	Learning Optimal Fair Policies.	Proc Mach Learn Res	2019
31886462	A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects.	Proc Mach Learn Res	2019
31885521	Identification In Missing Data Models Represented By Directed Acyclic Graphs.	Uncertain Artif Intell	2019
31885520	Causal Inference Under Interference And Network Uncertainty.	Uncertain Artif Intell	2019
31885519	Intervening on Network Ties.	Uncertain Artif Intell	2019
32280822	Spatial Radiation Dose Influence on Xerostomia Recovery and Its Comparison to Acute Incidence in Patients With Head and Neck Cancer.	Adv Radiat Oncol	2019
30837617	Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery.	Sci Rep	2019
29796336	Fair Inference on Outcomes.	Proc AAAI Conf Artif Intell	2018
31633125	Challenges of Using Text Classifiers for Causal Inference.	Proc Conf Empir Methods Nat Lang Process	2018
30984917	Structure Learning Under Missing Data.	Proc Mach Learn Res	2018
30983907	Acyclic Linear SEMs Obey the Nested Markov Property.	Uncertain Artif Intell	2018
31011686	Machine Learning Methods Uncover Radiomorphologic Dose Patterns in Salivary Glands that Predict Xerostomia in Patients with Head and Neck Cancer.	Adv Radiat Oncol	2018
30643490	Estimation of Personalized Effects Associated With Causal Pathways.	Uncertain Artif Intell	2018
30643365	Identification and Estimation Of Causal Effects from Dependent Data.	Adv Neural Inf Process Syst	2018
29726357	Using Big Data Analytics to Advance Precision Radiation Oncology.	Int J Radiat Oncol Biol Phys	2018
32042214	Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program.	J Am Stat Assoc	2017
27704527	Cardiovascular risk prevention and all-cause mortality in primary care patients with an abdominal aortic aneurysm.	Br J Surg	2016
28919652	CAUSAL INFERENCE WITH A GRAPHICAL HIERARCHY OF INTERVENTIONS.	Ann Stat	2016
26620854	Comparison of long-term mortality after ruptured abdominal aortic aneurysm in England and Sweden.	Br J Surg	2016
25892739	Estimation of a Semiparametric Natural Direct Effect Model Incorporating Baseline Covariates.	Biometrika	2014
23899340	Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding.	Cogn Sci	2013
25544784	On the definition of a confounder.	Ann Stat	2013
26770002	Semiparametric Theory for Causal Mediation Analysis: efficiency bounds, multiple robustness, and sensitivity analysis.	Ann Stat	2012
21556286	A complete graphical criterion for the adjustment formula in mediation analysis.	Int J Biostat	2011
21627630	A new criterion for confounder selection.	Biometrics	2011
20377462	Detecting the presence and absence of causal relationships between expression of yeast genes with very few samples.	J Comput Biol	2010

1 - 48 of 48

Molei Liu

Columbia University's Mailman School of Public Health

Career Start Year 2018

Number of shared co-authors 0

Walter Dempsey

Institute for Social Research, University of Michigan.

Career Start Year 2015

Number of shared co-authors 0

Yong Chen

University of Pennsylvania

Career Start Year 2014

Number of shared co-authors 0

Zach Shahn

CUNY School of Public Health

Career Start Year 2014

Number of shared co-authors 0

Aaron Fisher

Takeda Pharmaceuticals

Career Start Year 2014

Number of shared co-authors 0

Andrew J Spieker

Vanderbilt University Medical Center

Career Start Year 2011

Number of shared co-authors 0

Tyler H McCormick

University of Washington

Career Start Year 2010

Number of shared co-authors 0

John J Dziak

Institute for Health Research and Policy, University of Illinois Chicago

Career Start Year 2009

Number of shared co-authors 0

Elias Chaibub Neto

University of Wisconsin-Madison.

Career Start Year 2008

Number of shared co-authors 0

Sherri Rose

Stanford University

Career Start Year 2006

Number of shared co-authors 1

Dylan S Small

University of Pennsylvania

Career Start Year 2006

Number of shared co-authors 0

Joseph D Ramsey

Carnegie Mellon University

Career Start Year 2005

Number of shared co-authors 0

Jessica G Young

Harvard Medical School and Harvard Pilgrim Health Care Institute

Career Start Year 2005

Number of shared co-authors 0

James Y Dai

Fred Hutchinson Cancer Center

Career Start Year 2005

Number of shared co-authors 0

Donglin Zeng

University of North Carolina

Career Start Year 2004

Number of shared co-authors 0

Sebastien Haneuse

Harvard T.H. Chan School of Public Health

Career Start Year 2004

Number of shared co-authors 0

Qi Long

and Informatics Perelman School of Medicine, University of Pennsylvania

Career Start Year 2003

Number of shared co-authors 0

Qingxia Chen

Vanderbilt University Medical Center

Career Start Year 2002

Number of shared co-authors 0

Ronghui Xu

University of California San Diego

Career Start Year 2000

Number of shared co-authors 0

Tianxi Cai

Harvard T.H. Chan School of Public Health

Career Start Year 1999

Number of shared co-authors 1

Jonathan S Schildcrout

Vanderbilt University Medical Center.

Career Start Year 1997

Number of shared co-authors 1

Alistair J O'Malley

The Dartmouth Institute, Geisel School of Medicine at Dartmouth

Career Start Year 1997

Number of shared co-authors 0

Dimitris Rizopoulos

Erasmus Medical Center

Career Start Year 1996

Number of shared co-authors 0

Babette Brumback

University of Florida

Career Start Year 1996

Number of shared co-authors 0

Xihong Lin

Harvard T.H. Chan School of Public Health

Career Start Year 1994

Number of shared co-authors 0

Patrick J Heagerty

University of Washington

Career Start Year 1992

Number of shared co-authors 0

Robert E Weiss

Fielding School of Public Health, University of California Los Angeles

Career Start Year 1992

Number of shared co-authors 0

Joseph G Ibrahim

University of North Carolina

Career Start Year 1991

Number of shared co-authors 0

Rebecca A Betensky

New York University.

Career Start Year 1987

Number of shared co-authors 0

Clark Glymour

Carnegie Mellon University

Career Start Year 1983

Number of shared co-authors 0

row(s) 1 - 30 of 30

Todd McNutt

Johns Hopkins University School of Medicine

Co-authored papers 5

Oscar L Lopez

University of Pittsburgh

Co-authored papers 2

Sara C Keller

Department of Medicine Johns Hopkins Medicine. Baltimore MD 21205USA.

Co-authored papers 2

Alan Karthikesalingam

Google Health.

Co-authored papers 2

Vibhu Jawa

Johns Hopkins Malone Center for Engineering in Healthcare, Johns Hopkins University

Co-authored papers 1

Elizabeth L Ogburn

Co-authored papers 1

Casey Overby Taylor

Johns Hopkins Malone Center for Engineering in Healthcare, Johns Hopkins University

Co-authored papers 1

Eleazar Eskin

Co-authored papers 1

Christopher G Chute

Brown University, Brown University Warren Alpert Medical School, Dartmouth-Hitchcock Medical Center, Harvard School of Public Health, Johns Hopkins Medicine, Mayo Clinic Minnesota

Co-authored papers 1

Theodore L DeWeese

Johns Hopkins University School of Medicine

Co-authored papers 1

Kenneth D Roe

Johns Hopkins Malone Center for Engineering in Healthcare, Johns Hopkins University

Co-authored papers 1

Daniel A Low

University of California los angeles

Co-authored papers 1

Jordan Matelsky

Johns Hopkins University Applied Physics Laboratory