Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Public subsidies and innovation

A doubly robust machine learning approach leveraging deep neural networks

Bibliographic Data

ID21542003
AuthorsKerda Varaku (Rice University), Robin C Sickles (0000-0002-5575-7137, Rice University, corresponding author)
Year2023
Volume64
Issue6
Pages3121-3165
Publication date2023-06-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEmpirical Economics (JOURNAL)
Journal identifiersISSN: 0377-7332 • E-ISSN: 1435-8921
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.1007/s00181-023-02398-7
OpenAlexW4376129283
LanguageEN
Citations received1
References cited67

Econometrics · Economic growth · Economics · Endogeneity · Instrumental variable · Market economy · Microeconomics · Prosperity · Subsidy · Welfare · Climate Change Policy and Economics · Energy, Environment, Economic Growth · Innovation Policy and RD

  • Lessons of the Vergangenheit

    Open Access•Fayssal Ayad•Empirical Economics•2026

  • Parallel Distributed Processing

    David E Rumelhart, James L Mcclelland et al.•Parallel Distributed Processing•1986

  • Statistical Modeling

    Leo Breiman•Statistical Science•2001

  • Structural Equations, Treatment Effects, and Econometric Policy Evaluation1

    Open Access•James J Heckman, Edward Vytlacil•Econometrica•2005

  • Doubly Robust Estimation in Missing Data and Causal Inference Models

    Open Access•Heejung Bang, James M Robins•Biometrics•2005

  • Analysis of Semiparametric Regression Models for Repeated Outcomes in the Presence of Missing Data

    James M Robins, Andrea Rotnitzky et al.•Journal of the American…•1995

  • Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

    Varun Gulshan, Lily Peng et al.•JAMA•2016

  • Issues in Assessing the Contribution of Research and Development to Productivity Growth

    Zvi Griliches•The Bell Journal of Economics•1979

  • Chapter 36 Large sample estimation and hypothesis testing

    Whitney K Newey, Daniel Mcfadden•Handbook of Econometrics Volume 4…•1994

  • Estimation and Inference of Heterogeneous Treatment Effects using Random Forests

    Stefan Wager, Susan Athey•Journal of the American…•2018

  • Economic Welfare and the Allocation of Resources for Invention

    Kenneth J Arrow•Rate and Direction of Inventive…•1962

  • Stratification and weighting via the propensity score in estimation of causal treatment effects

    Open Access•Jared K Lunceford, Jared Lunceford et al.•Statistics in Medicine•2004

  • The impact of R&D subsidies on firm innovation

    Open Access•Raffaello Bronzini, Paolo Piselli•Research Policy•2016

  • Is public R&D a complement or substitute for private R&D? A review of the econometric evidence

    Open Access•Paul A David, Bronwyn H Hall et al.•Research Policy•2000

  • The Effects of Government-Industry R&D Programs on Private R&D

    Open Access•Scott Wallsten, Scott J Wallsten•The RAND Journal of Economics•2000

  • Approximation by superpositions of a sigmoidal function

    Open Access•George Cybenko•Mathematics of Control, Signals,…•1989

  • The central role of the propensity score in observational studies for causal effects

    Paul R Rosenbaum, Donald B Rubin•Biometrika•1983

  • Formulation and estimation of stochastic frontier production function models

    Open Access•Dennis J Aigner, Dennis Aigner et al.•Journal of Econometrics•1977

  • The Oxford Handbook of Productivity Analysis

    Laurens Cherchye, Bram De Rock et al.•Oxford Handbook of Productivity…•2018

  • The Effects of Public R&D Subsidies on Firms' Innovation Activities

    Matthias Almus, Dirk Czarnitzki•Journal of Business and Economic…•2003

  • Endogenous Technological Change

    Paul M Romer, Paul Romer•Journal of Political Economy•1990

  • The Simple Economics of Basic Scientific Research

    Richard R Nelson•Journal of Political Economy•1959

  • The Effect of R&D Subsidies on Private R&D

    Open Access•Holger Görg, Eric Strobl•Economica•2007

  • A Contribution to the Theory of Economic Growth

    Robert M Solow•The Quarterly Journal of Economics•1956

  • Why Propensity Scores Should Not Be Used for Matching

    Open Access•Gary King, Richard Nielsen et al.•Political Analysis•2019

  • Machine Learning

    Open Access•Sendhil Mullainathan, Jann Spie et al.•The Journal of Economic…•2017

Unique citing works1
Citations per year1
Citation span2026 - 2026 (1)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 1

Tools

Open DOI
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae