Works (25)

Updated: January 6th, 2026 05:05

2026 article

Portfolio Analysis in High Dimensions with Tracking Error and Weight Constraints

Caner, M., & Fan, Q. (2026, January 5). Journal of the American Statistical Association.

By: M. Caner n & Q. Fan*

topics (OpenAlex): Risk and Portfolio Optimization; Stochastic processes and financial applications; Advanced Bandit Algorithms Research
Source: ORCID
Added: January 5, 2026

2025 article

Deep learning based residuals in non-linear factor models: Precision matrix estimation of returns with low signal-to-noise ratio

Caner, M., & Daniele, M. (2025, August 20). Journal of Econometrics, Vol. 251.

By: M. Caner* & M. Daniele

author keywords: Deep neural networks; Feedforward multilayer neural network; Nonparametric regression; Covariance matrix estimation; Factor models
topics (OpenAlex): Financial Risk and Volatility Modeling; Financial Markets and Investment Strategies; Stock Market Forecasting Methods
Sources: Web Of Science, NC State University Libraries
Added: September 8, 2025

2024 article

Should Humans Lie to Machines? The Incentive Compatibility of Lasso and GLM Structured Sparsity Estimators

Caner, M., & Eliaz, K. (2024, February 7). Journal of Business and Economic Statistics, Vol. 3.

By: M. Caner n & K. Eliaz*

author keywords: Machine learning; Moment oracle inequality; Overfit
topics (OpenAlex): Statistical Methods and Inference; Advanced Causal Inference Techniques; Advanced Bandit Algorithms Research
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, ORCID, NC State University Libraries
Added: April 1, 2024

2023 article

Generalized linear models with structured sparsity estimators

Caner, M. (2023, July 7). Journal of Econometrics, Vol. 236.

By: M. Caner n

author keywords: Uniformity; Size and power of the test; Restrictions
topics (OpenAlex): Statistical Methods and Inference; Advanced Statistical Methods and Models; Statistical Methods and Bayesian Inference; Multi-Criteria Decision Making
TL;DR: This paper provides a feasible weighted nodewise regression proof which generalizes the results in the literature from a simple l_1 norm usage to norms generated from convex cones and debias the first step estimator via getting an approximate inverse of the singular-sample second order partial derivative of Generalized Linear Model loss. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: August 14, 2023

2022 article

Sharpe Ratio analysis in high dimensions: Residual-based nodewise regression in factor models

Caner, M., Medeiros, M., & Vasconcelos, G. F. R. (2022, May 27). Journal of Econometrics, Vol. 235, pp. 393–417.

By: M. Caner n, M. Medeiros* & G. Vasconcelos*

topics (OpenAlex): Random Matrices and Applications; Statistical Methods and Inference; Spatial and Panel Data Analysis
Sources: Web Of Science, NC State University Libraries
Added: July 31, 2023

2021 journal article

A Starting Note: A Historical Perspective in Lasso

International Econometric Review, 13(1), 1–3.

By: M. Caner n

topics (OpenAlex): Italy: Economic History and Contemporary Issues
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2021 article

Partners in debt: An endogenous non-linear analysis of the effects of public and private debt on growth

Caner, M., Fan, Q., & Grennes, T. (2021, July 22). International Review of Economics & Finance, Vol. 76, pp. 694–711.

By: M. Caner n, Q. Fan* & T. Grennes n

author keywords: Public and private debt; Interactive effect; Economic growth; Endogenous threshold; Dynamic panel data
topics (OpenAlex): Fiscal Policies and Political Economy; Fiscal Policy and Economic Growth; Global Financial Crisis and Policies
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: November 15, 2021

2020 article

An upper bound for functions of estimators in high dimensions

Caner, M., & Han, X. (2020, August 28). Econometric Reviews, Vol. 40, pp. 1–13.

By: M. Caner n & X. Han

author keywords: Lasso; many assets; many restrictions
topics (OpenAlex): Statistical Methods and Inference; Mathematical Approximation and Integration; Bayesian Methods and Mixture Models
TL;DR: The upper bound random variable may converge faster, slower, or at the same rate as estimators depending on the behavior of the partial derivative of the function. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: September 14, 2020

2019 article

A Nodewise Regression Approach to Estimating Large Portfolios

Callot, L., Caner, M., Önder, A. Ö., & Ulaşan, E. (2019, October 23). Journal of Business and Economic Statistics, Vol. 39, pp. 520–531.

By: L. Callot*, M. Caner n, A. Önder* & E. Ulaşan

author keywords: High-dimensionality; Penalized regression; Portfolio optimization; Precision matrix
topics (OpenAlex): Financial Markets and Investment Strategies; Financial Risk and Volatility Modeling; Complex Systems and Time Series Analysis
Sources: Web Of Science, NC State University Libraries
Added: December 16, 2019

2019 article

Inference in partially identified models with many moment inequalities using Lasso

Oxford University Research Archive (ORA) (University of Oxford), Vol. 206, pp. 211–248.

By: F. Bugni*, M. Caner n, A. Kock* & S. Lahiri n

author keywords: Many moment inequalities; Self-normalizing sum; Multiplier bootstrap; Empirical bootstrap; Lasso; Inequality selection
topics (OpenAlex): Advanced Causal Inference Techniques; Statistical Methods and Inference; Statistical Methods and Bayesian Inference
TL;DR: A novel two-step inference procedure that combines the methods proposed by Chernozhukov, Chetverikov and Kato with a first step moment inequality selection based on the Lasso is proposed, which controls asymptotic size uniformly, both in underlying parameter and data distribution. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: January 6, 2020

2015 journal article

Hybrid generalized empirical likelihood estimators: Instrument selection with adaptive lasso

Journal of Econometrics, 187(1), 256–274.

By: M. Caner n & Q. Fan*

topics (OpenAlex): Statistical Methods and Inference; Monetary Policy and Economic Impact; Financial Risk and Volatility Modeling
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2015 journal article

Moment and IV selection approaches: A comparative simulation study

Econometric Reviews, 35(8-10), 1562–1581.

By: M. Caner n, E. Maasoumi* & J. Riquelme n

topics (OpenAlex): Monetary Policy and Economic Impact; Statistical Methods and Inference; Spatial and Panel Data Analysis
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: NC State University Libraries, NC State University Libraries
Added: August 6, 2018

2014 journal article

Near exogeneity and weak identification in generalized empirical likelihood estimators: Many moment asymptotics

Journal of Econometrics, 182(2), 247–268.

By: M. Caner n

topics (OpenAlex): Statistical Methods and Inference; Statistical Methods and Bayesian Inference; Financial Risk and Volatility Modeling
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions (OpenAlex)
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2014 journal article

Selecting the Correct Number of Factors in Approximate Factor Models: The Large Panel Case With Group Bridge Estimators

Journal of Business & Economic Statistics, 32(3), 359–374.

By: M. Caner n & X. Han*

topics (OpenAlex): Spatial and Panel Data Analysis; Monetary Policy and Economic Impact; Statistical Methods and Inference
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2013 article

Adaptive Elastic Net for Generalized Methods of Moments

Caner, M., & Zhang, H. H. (2013, September 6). Journal of Business and Economic Statistics, Vol. 32, pp. 30–47.

By: M. Caner n & H. Zhang*

author keywords: GMM; Oracle property; Penalized estimators
topics (OpenAlex): Fuzzy Systems and Optimization; Neural Networks and Applications; Control Systems and Identification
TL;DR: A new technique is introduced that can simultaneously estimate and select the model in generalized method of moments (GMM) context and has the oracle property, meaning that it can estimate nonzero parameters with their standard limit and the redundant parameters are dropped from the equations simultaneously. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

2013 journal article

Valid Tests when Instrumental Variables do not Perfectly Satisfy the Exclusion Restriction

The Stata Journal: Promoting Communications on Statistics and Stata, 13(3), 528–546.

By: A. Riquelme n, D. Berkowitz* & M. Caner n

topics (OpenAlex): Culture, Economy, and Development Studies; Statistical Methods and Inference; Financial Risk and Volatility Modeling
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
10. Reduced Inequalities (OpenAlex)
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2012 journal article

CUE with many weak instruments and nearly singular design

Journal of Econometrics, 170(2), 422–441.

By: M. Caner n & N. Yıldız*

topics (OpenAlex): Statistical Distribution Estimation and Applications; Statistical Methods and Inference; Random Matrices and Applications
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2012 journal article

Editors’ introduction

Journal of Econometrics, 170(2), 251–255.

By: M. Carrasco*, M. Caner n, Y. Kitamura* & E. Renault*

topics (OpenAlex): Posthumanist Ethics and Activism; Decolonial Thought and Epistemologies; Geographies of human-animal interactions
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2011 journal article

The validity of instruments revisited

Journal of Econometrics, 166(2), 255–266.

By: D. Berkowitz*, M. Caner n & Y. Fang*

topics (OpenAlex): Statistical Methods and Inference; Monetary Policy and Economic Impact
Sources: Crossref, NC State University Libraries
Added: April 12, 2025

2010 journal article

Pivotal structural change tests in linear simultaneous equations with weak identification

Econometric Theory, 27(2), 413–426.

By: M. Caner*

topics (OpenAlex): Monetary Policy and Economic Impact; Italy: Economic History and Contemporary Issues; Market Dynamics and Volatility
Sources: NC State University Libraries, Crossref, NC State University Libraries
Added: August 6, 2018

2010 article

Sovereign Wealth Funds: The Norwegian Experience

Caner, M., & Grennes, T. (2010, January 22). World Economy, Vol. 33, pp. 597–614.

By: M. Caner n & T. Grennes n

topics (OpenAlex): State Capitalism and Financial Governance; Global Financial Crisis and Policies; Natural Resources and Economic Development; Private Equity and Venture Capital
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

2010 journal article

Testing, estimation in gmm and cue with nearly-weak identification

Econometric Reviews, 29(3), 330–363.

By: M. Caner n

topics (OpenAlex): Complex Systems and Time Series Analysis; Financial Risk and Volatility Modeling; Monetary Policy and Economic Impact
Sources: NC State University Libraries, NC State University Libraries
Added: August 6, 2018

2009 article

LASSO-TYPE GMM ESTIMATOR

Caner, M. (2009, January 9). Econometric Theory, Vol. 25, pp. 270–290.

By: M. Caner n

topics (OpenAlex): Statistical Methods and Inference; Financial Risk and Volatility Modeling; Insurance, Mortality, Demography, Risk Management
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

2008 article

Are “Nearly Exogenous Instruments” reliable?

Berkowitz, D., Caner, M., & Fang, Y. (2008, April 9). Economics Letters, Vol. 101, pp. 20–23.

By: D. Berkowitz*, M. Caner n & Y. Fang*

author keywords: valid instruments; weak identification; inference
topics (OpenAlex): Monetary Policy and Economic Impact; Auditing, Earnings Management, Governance; Forecasting Techniques and Applications
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

2008 article

Nearly-singular design in GMM and generalized empirical likelihood estimators

Caner, M. (2008, May 14). Journal of Econometrics, Vol. 144, pp. 511–523.

By: M. Caner n

author keywords: singular matrix; rate of convergence; small sample properties
topics (OpenAlex): Statistical Methods and Inference; Probabilistic and Robust Engineering Design; Optimal Experimental Design Methods
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

Employment

Updated: April 19th, 2020 09:54

2019 - present

North Carolina State University North Carolina Agricultural Research Service Raleigh, NC, US
Thurman-Raytheon Distinguished Professor economics

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