Propensity Scores Based Methods for Estimating Average Treatment Effect and Average Treatment Effect Among Treated: A Comparative Study, Biometrical Journal, pp.967-985, 2017. ,
Behavioural additionality in the context of regional innovation policy in Spain. Innovation, vol.13, pp.95-110, 2011. ,
Regional innovation policy and innovative behaviour: looking for additional effects, European Planning Studies, vol.22, issue.1, pp.64-83, 2014. ,
Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies, Statistics in Medicine, vol.34, pp.3661-79, 2015. ,
Les déplacements domicile-travail amplifiés par la périurbanisation, 2007. ,
Doubly robust estimation in missing data and causal inference models, Biometrics, vol.61, issue.4, pp.962-973, 2005. ,
L'impact de la participation aux pôles de compétitivité sur les PME et les ETI, Économie et Statistique, vol.471, pp.65-83, 2014. ,
Évaluation de la politique des pôles de compétitivité : la fin d'une malédiction ?, 2017. ,
The market failure and the systemic failure rationales in technological innovation systems, Research policy, vol.42, issue.5, pp.1039-1052, 2013. ,
Superstar inventors-towards a people-centric perspective on the geography of technological renewal in the multinational corporation, Research Policy, vol.43, issue.4, pp.669-682, 2014. ,
Proximity and innovation. A critical assessment, Regional Studies, vol.39, issue.1, pp.61-74, 2005. ,
When do research consortia work well and why? Evidence from Japanese panel data, American Economic Review, vol.92, issue.1, pp.143-159, 2002. ,
Another cluster premium: Innovation subsidies and R&D collaboration networks, Research policy, vol.44, issue.8, pp.1431-1444, 2015. ,
Strengthening relationships in clusters: How effective is an indirect policy measure carried out in a peripheral technology district?, The Annals of Regional Science, vol.59, issue.1, pp.139-169, 2017. ,
What makes SMEs more likely to collaborate? Analysing the role of regional innovation policy, European Planning Studies, vol.23, issue.7, pp.1245-1264, 2015. ,
A comparative evaluation of regional subsidies for collaborative and individual R&D in small and medium-sized enterprises, Research Policy, vol.47, issue.8, pp.1437-1447, 2018. ,
Assessing sensitivity to unmeasured confounding using a simulated potential confounder, Journal of Research on Educational Effectiveness, vol.9, issue.3, pp.395-420, 2016. ,
The Problem of Social Cost, Journal of Law and Economics, vol.3, pp.1-44, 1960. ,
De plus en plus de personnes travaillent en dehors de leur commune de résidence, 2016. ,
Innovation and Productivity Growth in the UK: Evidence from CIS2 and CIS3, Working paper, 2003. ,
Cooperative and Non-cooperative R&D in Duopoly with Spillovers, American Economic Review, vol.78, issue.5, pp.1133-1137, 1988. ,
The impact of intra-and inter-regional knowledge collaboration and technological variety on the knowledge productivity of European regions, Technological Forecast. Social. Change, vol.117, pp.108-118, 2017. ,
Causal effects in nonexperimental studies: Reevaluating the evaluation of training programs, Journal of the American Statistical Association, vol.94, pp.1053-1062, 1999. ,
, Directorate General for Enterprise -DGE, Competitiveness clusters. Etudes et statistiques, 4 pages, p.67, 2017.
California Dreamin': The Feeble Case for Cluster Policies, Review of Economic Analysis, vol.3, pp.3-45, 2011. ,
, European observatory for cluster and industrial change, Cluster programmes in Europe and beyond, p.146, 2019.
, , 2011.
Bridging, brokerage and betweenness, Social networks, vol.44, pp.202-208, 2016. ,
Industrial Innovation: Direct evidence From a Cluster-Oriented Policy, Regional Science and Urban Economics, vol.40, issue.6, pp.574-582, 2010. ,
Cluster policies and firm selection: Evidence from France, Journal of Regional Science, vol.53, issue.5, pp.897-922, 2013. ,
Technology policy and economic performance: Lessons from Japan, 1987. ,
The Impact Evaluation of Cluster Development Programs: Methods and Practices. Inter-American Development Bank, pp.117-150, 2016. ,
An Introduction to the Augmented Inverse Propensity Weighted Estimator, Political Analysis, vol.18, issue.1, pp.36-56, 2010. ,
The role of R&D collaboration networks on regional knowledge creation: Evidence from information and communication technologies, Papers in Regional Science, vol.97, issue.3, pp.549-567, 2018. ,
Subsidizing R&d Cooperatives, De economist, vol.149, issue.3, pp.313-345, 2001. ,
Nonparameteric estimation of average treatment effects under exogeneity : a review, The Review of Economics and Statistics, vol.86, pp.4-29, 2004. ,
Recent developments in the econometrics of program evaluation, Journal of Economic Literature, vol.47, issue.1, pp.5-86, 2009. ,
, Firm Level Innovation and Productivity -is There a Common Story Across Countries? ZEW Working Paper No, 2003.
Demystifying double robustness: A comparison of alternative strategies for estimating a population mean from incomplete data, Statistical Science, vol.22, issue.4, pp.523-539, 2007. ,
Geography and trade, 1991. ,
Practical propensity score methods using R, 2016. ,
The visible hand of cluster policy makers: An analysis of Aerospace Valley (2006-2015) using a place-based network methodology, Research Policy, vol.48, issue.3, pp.830-842, 2019. ,
URL : https://hal.archives-ouvertes.fr/hal-02074787
The Economics of Knowledge and Learning, 2004. ,
Product Innovation, Interactive Learning and Economic Performance (Research on Technological Innovation and Management Policy, vol.8, pp.21-42 ,
Reader's guide to critical appraisal of cohort studies: Assessing potential for confounding, British Medical Journal, vol.330, issue.7497, pp.960-962, 2005. ,
Principles of economics, 1920. ,
Public support to clusters: a firm-level study of French "Local Productive Systems, Regional Science and Urban Economics, vol.41, pp.108-123, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-01066195
Propensity score estimation with boosted regression for evaluating causal effects in observational studies, Psychological Methods, vol.9, pp.403-425, 2004. ,
R&D Productivity and the Organization of Cluster Policy: An Empirical Evaluation of the Industrial Cluster Project in Japan, The Journal of Technology Transfer, vol.36, issue.2, pp.117-144, 2011. ,
Validating recommendations for coronary angiography following acute myocardial infarction in the elderly: a matched analysis using propensity scores, Journal of Clinical Epidemiology, vol.54, issue.4, pp.387-398, 2001. ,
, Competitive regional clusters: National policy approaches, OECD Reviews of Regional Innovation, p.350, 2007.
Technology and Innovation Outlook, Science, p.280, 2010. ,
A practical guide for using propensity score weighting in R. Practical Assessment, Research & Evaluation, vol.20, issue.13, pp.1-8, 2015. ,
A longitudinal study of the influence of alliance network structure and composition on firm exploratory innovation, Academy of Management Journal, vol.53, pp.890-913, 2010. ,
URL : https://hal.archives-ouvertes.fr/hal-00528392
When clusters become networks. Tinbergen Institute, 2007. ,
Clusters and the New Economics of Competition, Harv. Bus. Rev, 1998. ,
Observational studies, 2002. ,
Networked by design: Can policy requirements influence organisations' networking behaviour?, Technological Forecasting and Social Change, vol.105, pp.203-214, 2016. ,
Estimating the Causal Effects of Treatments in Randomized and Non-Randomized Studies, Journal of Educational Psychology, vol.66, pp.688-701, 1974. ,
Bayesian inference for causal effects: The role of randomization, Annals of Statistics, vol.6, pp.34-58, 1978. ,
Discussion of "randomization analysis of experimental data in the Fisher randomization test, Journal of the American Statistical Association, vol.75, pp.591-593, 1980. ,
Evaluating government-sponsored R&D consortia in Japan: who benefits and how, Research Policy, vol.26, pp.447-473, 1997. ,
Average causal effects from nonrandomized studies: A practical guide and simulated example, Psychological Methods, vol.13, issue.4, pp.279-313, 2008. ,
Spatial interaction modelling of cross-region R&D collaborations. Empirical evidence from the 5th EU Framework Programme, Papers in Regional Science, vol.88, issue.3, pp.531-546, 2009. ,
Towards an integrated European Research Area? Findings from Eigenvector spatially filtered spatial interaction models using European Framework Programme data, Papers in Regional Science, vol.92, issue.3, pp.555-577, 2013. ,
Comparing propensity score methods in balancing covariates and recovering impact in small sample educational program evaluations, Research & Evaluation, vol.18, issue.13, pp.1-12, 2013. ,
Etude portant sur l'évaluation des pôles de compétitivité, report for DATAR and DGCIS, 2012. ,
Fostering industry-science cooperation through public funding: differences between universities and public research centres, The Journal of Technology Transfer, vol.37, issue.5, pp.676-695, 2012. ,
The rise and fall of R&D networks, Industrial and corporate change, vol.26, issue.4, pp.617-646, 2017. ,
Linking Innovation to Productivity Growth Using Two Waves of the Community Innovation Survey, OECD Science, Technology and Industry Working Papers, 2002. ,
Don't Throw the Baby out with the Bath Water: Network Failures and Policy Challenges for Cluster Long Run Dynamics, Papers in Evolutionary Economic Geography, 2014. ,
How do firm characteristics affect behavioural additionalities of public R&D subsidies? Evidence for the Austrian transport sector, 2013. ,
, Technovation, vol.33, issue.2-3, pp.66-77
A system failure framework for innovation policy design, vol.25, pp.609-619, 2005. ,
, Funding This work was supported by the French National Research Agency