class: center, middle, inverse, title-slide # Données non structurées en économie - CIRANO ### Thierry Warin, PhD --- class: inverse, center, middle # Agenda --- ### Agenda 1. Données structurées et données non structurées 2. Modèles 3. Applications: Banques centrales et accords de libre-échange 4. Références --- ### 1. Données structurées et données non structurées - Données structurées - Données non structurées et sciences sociales - "ET" - Données massives ET données intelligentes ET nouvelles données de l'économie numérique --- ### 2. Modèles - Modèles inférentiels de la science économique - Modèles prédictifs issus du domaine de l'intelligence artificielle - Intérêt: augmenter la capacité informationnelle et décisionnelle du chercheur --- ### 3. Applications .panelset[ .panel[.panel-name[Banques centrales] - Contexte: Banque centrale européenne - Question de recherche: crédibilité des banques centrales - Méthode: traitement automatique des langues (NLP) - Extension: ] .panel[.panel-name[Accords de libre-échange] - Contexte: Octobre 2021: 350 ALR (https://www.wto.org/english/tratop_e/region_e/region_e.htm) - Question de recherche: commerce international / économie politique: Multilatéralisme versus bilatéralisme - Méthode: TAL / similitudes - Extension: Droit numérique ] ] --- class: inverse, center, middle # References --- ### References - Kouloukoui D., de Marcellis-Warin N., Armellini F., Warin Th. and Andrade Torres E. (2021) “Factors influencing the perception of exposure to climate risks: evidence from the world’s largest carbon-intensive industries” Journal of Cleaner Production https://doi.org/10.1016/j.jclepro.2021.127160 - Vorreuther C. M. and Warin Th. (2021) “Patent Relatedness and Velocity in the Chinese Pharmaceutical Industry: A Dataset of Jaccard Similarity Indices” (with Vorreuther, C.), Data in Brief, Volume 35 https://doi.org/10.1016/j.d - Warin Th. (2020) “Global Research on Coronaviruses: An R Package”, J Med Internet Res, Vol. 22, No. 8, August, 2020 [DOI:10.2196/19615] - Sanger W. and Warin Th. (2020) “How Data Science can (also) help central bankers: An NLP study of the European Central Bank presidents’ speeches” Global Economy Journal, Vol. 20, No. 02, 2050009 --- ### References - Sanger W. and Warin Th. (2018) “European Central Bank’s Monetary Policy Decisions: A Dataset of Two Decades of Press Conferences”, Data in Brief, pp. 794-798, [DOI: 10.1016/j.dib.2018.08.061 - Warin Th. and Sanger W. (2018) “Connectivity and Closeness Among International Financial Institutions: A Network Theory Perspective”, International Journal of Comparative Management, lead article, vol. 1, no. 3, pp. 225-254 [DOI: 10.1504/IJCM.2018.10015714] [PDF] Highly Commended Paper Award (2017-2018) - Sanger W. and Warin Th. (2018) “Public’s Perception of Political Parties during the 2014 Quebec Election on Twitter” Canadian Journal of Communication, volume 43.2, [DOI: 10.22230/cjc.2018v43n2a3251] - Sanger W. and Warin Th. (2017) “The 2015 Canadian Election on Twitter: A Tidy Algorithmic Analysis” Proceedings of the 2017 International Conference on Computational Science and Computational Intelligence (CSCI’17: 14-16 December, Las Vegas, Nevada, USA); Included in IEEE Xplore; Publisher: IEEE Computer Society, Editors: H. R. Arabnia, L. Deligiannidis, F. G. Tinetti, Q-N. Tran, M. Qu Yang; ISBN-13: 978-1-5386-2652-8; BMS Part # CFP1771X-USB; [DOI: 10.1109/CSCI.2017.158]; paper acceptance rate: 21%; 2017 --- ### References - Le Duc R., Sanger W. and Warin Th. (2017) “Mapping Innovations in Artificial Intelligence Through Patents: A Social Data Science Perspective”, Proceedings of the 2017 International Conference on Computational Science and Computational Intelligence (CSCI’17: 14-16 December, Las Vegas, Nevada, USA); Included in IEEE Xplore; Publisher: IEEE Computer Society, Editors: H. R. Arabnia, L. Deligiannidis, F. G. Tinetti, Q-N. Tran, M. Qu Yang; ISBN-13: 978-1-5386-2652-8; BMS Part # CFP1771X-USB; [DOI 10.1109/CSCI.2017.40]; paper acceptance rate: 21%; 2017 - de Marcellis-Warin N., Sanger W. and Warin Th. (2017) “A Network Analysis of Financial Conversations on Twitter” International Journal of Web Based Communities, Volume 13, Issue 3, pp. 286-310 [DOI: 10.1504/IJWBC.2017.10004118] - Leiter D, and Warin Th. (2012) “Homogenous goods markets: an empirical study of price dispersion on the internet”, International Journal of Economics and Business Research, Vol. 4, No. 5, [DOI: 10.1504/IJEBR.2012.048776] [Literature Mapping]