Faculty

Institution

Unit

Venue

Jing Lei

Professor

Carnegie Mellon University

Affiliations

Dietrich College of Humanities and Social Sciences

Statistics & Data Science

Jing Lei is currently serving as a Dietrich College Of Humanities And Social Sciences Professor at Carnegie Mellon University.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Jing Lei

Carnegie Mellon University

Professor

You can click a keyword to filter the displayed items

statistics statistical methodology computational statistics biostatistics applied statistics applied mathematics statistical inference high-dimensional statistics machine learning computer science bioinformatics machine learning research bayesian analysis statistical science statistical foundation econometrics autism scientific data genome biology bibliometrics differential privacy single-cell analysis sparse representations principal component analysis genomics mathematical optimization estimation theory data privacy spectral theory single cell sequencing computational intelligence classification method classifier systems statistical analysis unsupervised machine learning statistical learning theory privacy protection stochastic block models atmospheric research approximate reasoning data security cell research weather forecasting model comparison molecular cell biology multidimensional analysis numerical weather prediction data assimilation data classification spectral analysis sparse pca spectral clustering bounded error levels density estimation cost-sensitive machine learning applied meteorology intelligent classification probabilistic analysis distribution-free prediction bands high dimensions unified statistical framework erm principle conformal prediction localization cellular neurobiology dataset creation verification and validation ensemble algorithms object categorization chromatin genes coexpression networks distribution-free predictive inference human neurodevelopment goodness-of-fit test network cross-validation network data social science research intelligent systems pure mathematics descriptive statistics population history history of mathematics microeconomics discrete mathematics urban affairs genetics philosophy of mathematics applied artificial intelligence social stratification engineering economic theory intelligent computing statistical thinking soft computing demography mathematics education foundation of mathematics econometric methods economic modelling image analysis optical image recognition demographic change statistical hypothesis test astronomy network estimation population growth econometric models general systems statistical software behavioral statistic digital image processing statistical theory economic analysis

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

A Modern Theory of Cross-Validation Through the Lens of Stability. Foundations and Trends® in Statistics (2025)

quality engineeringdata sciencestatistical reviewstatistical sciencemodel selectionstatistical inferencestatisticsstatistical methodologyperformance evaluationstatistical foundationcomputational statisticsapplied statisticsstatistical hypothesis testbiostatisticsreliability analysisstatistical theorybehavioral statisticstatistical analysissafety sciencesystem safetyquantitative science studiesreliability

Augmented Doubly Robust Post-Imputation Inference for Proteomic Data. ANNALS OF APPLIED STATISTICS (2025)

proteomicsforensic geneticsomics integrationbioinformaticsgeneticsbiomarkersomicscomputational genomicsproteomic technologiesstatistical inferencestatisticsstatistical methodologybiomedical informaticstranslational proteomicsmolecular informaticsstatistical geneticsproteome researchgenome biologybiostatisticsclinical proteomicsmissing dataomics datasets

De-Biased Two-Sample U-Statistics With Application to Conditional Distribution Testing. MACHINE LEARNING (2025)

data scienceinformation fusionknowledge discoverydata distributionstatistical inferencestatisticshigh-dimensional statisticsstatistical methodologycomputational statisticsstatistical foundationapplied statisticsstatistical modelsstatistical hypothesis testbiostatisticsmathematical statisticssamplingstatistical theorymixture distributionstatistical softwaremachine learning researchbayesian analysissampling (statistics)

Discussion of"Data Fission: Splitting a Single Data Point" by Leiner Et Al.. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2025)

data sciencedata publishingdata and information visualizationgranular computingdata modelingdatabasesdata-driven sciencedata managementstatisticsstatistical methodologydata integrationquantitative science studiesdata aggregationcomputational statisticsscientific datareplicationapplied statisticsbiostatisticslarge-scale datasetsstatistical softwarescientific data managementanalytics

Minimax Optimal Probability Matrix Estimation for Graphon With Spectral Decay. ELECTRONIC JOURNAL OF STATISTICS (2025)

mathematical optimizationcomputer scienceapplied probabilitygraph theoryrandom graphsgraph sparsitygraph analysisgraph signal processingdiscrete algorithmscomputational statisticsprobabilistic graph theoryprobability theoryapproximation theoryapplied mathematicsspectral decay

Online Estimation With Rolling Validation: Adaptive Nonparametric Estimation With Streaming Data. ANNALS OF STATISTICS (2025)

functional data analysisestimation statisticdata sciencesemi-nonparametric estimationinformation fusionparameter estimationstatistical inferencetime serieshigh-dimensional statisticsstatisticsstatistical methodologyestimation theorycomputational statisticsapplied statisticsstatistical modelsbiostatisticsdensity estimationstatistical theorystatistical softwaremachine learning researchquantitative science studiesbayesian analysis

Unbiased Test Error Estimation in the Poisson Means Problem via Coupled Bootstrap Techniques. ELECTRONIC JOURNAL OF STATISTICS (2025)

statistical hypothesis teststatistical methodologytest error estimationparameter estimationcoupled bootstrap techniquesestimation statisticstatistical modelssamplingestimation theorybootstrap resamplingcomputational statisticspoisson means problemapplied statisticsstatistical inferenceapplied mathematicsstatisticshigh-dimensional statistics

Asymptotic Distribution-Free Independence Test for High-Dimension Data. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2024)

functional data analysisdata sciencestatistical sciencemultidimensional analysisstatistical inferencestatisticshigh-dimensional statisticsstatistical methodologystatistical foundationcomputational statisticsscientific dataapplied statisticsstatistical modelsstatistical hypothesis testbiostatisticsmathematical statisticsinformetricsstatistical theorymultivariate analysisbehavioral statisticstatistical softwarequantitative science studies

A Two-Sample Conditional Distribution Test Using Conformal Prediction and Weighted Rank Sum. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2024)

functional data analysisstatistical reviewpsychological assessmentstatistical sciencemodel selectionstatistical inferencestatisticsstatistical methodologystatistical foundationcomputational statisticsapplied statisticsstatistical modelsstatistical hypothesis testbiostatisticsmultivariate analysisstatistical theorystatistical analysisbehavioral statisticstatistical softwarequantitative science studiesbayesian analysis

Augmented Doubly Robust Post-Imputation Inference for Proteomic Data. bioRxiv (Cold Spring Harbor Laboratory) (2024)

biostatisticsstatistical methodologybiomedical informaticsproteomicsproteome researchrobust post-imputation inferencemissing dataomics datasetsbioinformaticsstatistics

1
2
3
4
5
15
10 / page

Jing Lei

Professor

Carnegie Mellon University

Affiliations

Dietrich College of Humanities and Social Sciences

Statistics & Data Science

Jing Lei is currently serving as a Dietrich College Of Humanities And Social Sciences Professor at Carnegie Mellon University.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Jing Lei

Carnegie Mellon University

Professor

You can click a keyword to filter the displayed items

Video Presentations

Notable Scholarly Works

Notable Federal Grants

Collaborators

A Modern Theory of Cross-Validation Through the Lens of Stability. Foundations and Trends® in Statistics (2025)

Augmented Doubly Robust Post-Imputation Inference for Proteomic Data. ANNALS OF APPLIED STATISTICS (2025)

De-Biased Two-Sample U-Statistics With Application to Conditional Distribution Testing. MACHINE LEARNING (2025)

Discussion of"Data Fission: Splitting a Single Data Point" by Leiner Et Al.. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2025)

Minimax Optimal Probability Matrix Estimation for Graphon With Spectral Decay. ELECTRONIC JOURNAL OF STATISTICS (2025)

Online Estimation With Rolling Validation: Adaptive Nonparametric Estimation With Streaming Data. ANNALS OF STATISTICS (2025)

Unbiased Test Error Estimation in the Poisson Means Problem via Coupled Bootstrap Techniques. ELECTRONIC JOURNAL OF STATISTICS (2025)

Asymptotic Distribution-Free Independence Test for High-Dimension Data. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2024)

A Two-Sample Conditional Distribution Test Using Conformal Prediction and Weighted Rank Sum. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2024)

Augmented Doubly Robust Post-Imputation Inference for Proteomic Data. bioRxiv (Cold Spring Harbor Laboratory) (2024)

biostatisticsstatistical methodologybiomedical informaticsproteomicsproteome researchrobust post-imputation inferencemissing dataomics datasetsbioinformaticsstatistics

1
2
3
4
5
15
10 / page

Similar Faculty Members

Jiashun Jin

Institution

Carnegie Mellon University

astronomical coordinate system

general systems

Aaditya Ramdas

Institution

Carnegie Mellon University

general systems

digital image processing

Cosma Shalizi

Institution

Carnegie Mellon University

general systems

mathematics education

Sivaraman Balakrishnan

Institution

Carnegie Mellon University

general systems

mathematics education

Alessandro Rinaldo

Institution

Carnegie Mellon University

intrinsic low dimensionality

granular computing

Joseph Kadane

Institution

Carnegie Mellon University

general systems

mathematics education

Larry Wasserman

Institution

Carnegie Mellon University

nonparametric inference

general systems

Robert Kass

Institution

Carnegie Mellon University

sensation & perception

cognition

Florentina Bunea

Institution

Cornell University

mixture modeling

latent space estimation

Kathryn Roeder

Institution

Carnegie Mellon University

medical genetics

econometrics

Similar Faculty Members

Jiashun Jin

Institution

Carnegie Mellon University

astronomical coordinate system

general systems

Aaditya Ramdas

Institution

Carnegie Mellon University

general systems

digital image processing

Cosma Shalizi

Institution

Carnegie Mellon University

general systems

mathematics education

Sivaraman Balakrishnan

Institution

Carnegie Mellon University

general systems

mathematics education

Alessandro Rinaldo

Institution

Carnegie Mellon University

intrinsic low dimensionality

granular computing

Joseph Kadane

Institution

Carnegie Mellon University

general systems

mathematics education

Larry Wasserman

Institution

Carnegie Mellon University

nonparametric inference

general systems

Robert Kass

Institution

Carnegie Mellon University

sensation & perception

cognition

Florentina Bunea

Institution

Cornell University

mixture modeling

latent space estimation

Kathryn Roeder

Institution

Carnegie Mellon University

medical genetics

econometrics