IDEAS home Printed from https://ideas.repec.org/p/ipt/iptwpa/jrc120090.html
   My bibliography  Save this paper

AI Watch: Methodology to Monitor the Evolution of AI Technologies

Author

Listed:

Abstract

In this report, we present a methodology to assess the evolution of AI technologies in the context of the AI WATCH initiative. The methodology is centred on building the AIcollaboratory, a data-driven framework to collect and explore data about AI results, progress and ultimately capabilities. From the collaborator framework we later extract qualitative information related to the state of the art, challenges and trends of AI research and development. This report first describes the administrative context of study, followed by the proposed methodology to build the AIcollaboratory framework and exploit it for qualitative assessment. In addition, we present some preliminary results of this monitoring process and some conclusions and suggestions for future work. This document is an internal report of the AI WATCH initiative, to be agreed for future work on Task 2 of the administrative arrangement between the Joint Research Centre and DG CNECT.

Suggested Citation

  • Fernando Martinez-Plumed & Jose Hernandez-Orallo & Emilia Gomez Gutierrez, 2020. "AI Watch: Methodology to Monitor the Evolution of AI Technologies," JRC Research Reports JRC120090, Joint Research Centre.
    • Handle: RePEc:ipt:iptwpa:jrc120090
    as

    Download full text from publisher

    File URL: https://publications.jrc.ec.europa.eu/repository/handle/JRC120090
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sofia Samoili & Montserrat Lopez Cobo & Emilia Gomez & Giuditta De Prato & Fernando Martinez-Plumed & Blagoj Delipetrev, 2020. "AI Watch. Defining Artificial Intelligence. Towards an operational definition and taxonomy of artificial intelligence," JRC Research Reports JRC118163, Joint Research Centre.
    2. Virginia Gewin, 2016. "Data sharing: An open mind on open data," Nature, Nature, vol. 529(7584), pages 117-119, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Charles Ayoubi & Boris Thurm, 2023. "Knowledge diffusion and morality: Why do we freely share valuable information with Strangers?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 32(1), pages 75-99, January.
    2. Younes, George Abi & Ayoubi, Charles & Ballester, Omar & Cristelli, Gabriele & de Rassenfosse, Gaetan & Foray, Dominique & Gaule, Patrick & Pellegrino, Gabriele & van den Heuvel, Matthias & Webster, B, 2020. "COVID-19_Insights from Innovation Economists," SocArXiv b5zae, Center for Open Science.
      • Dominique Foray & Gaetan de Rassenfosse & George Abi Younes & Charles Ayoubi & Omar Ballester & Gabriele Cristelli & Matthias van den Heuvel & Ling Zhou & Gabriele Pellegrino & Patrick Gaulé & Elizab, 2020. "COVID-19: Insights from Innovation Economists," Working Papers 10, Chair of Science, Technology, and Innovation Policy.
    3. Hitesh Dhiman & Christoph Wächter & Michael Fellmann & Carsten Röcker, 2022. "Intelligent Assistants," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 64(5), pages 645-665, October.
    4. Christian König & Patrick Weigelt & Julian Schrader & Amanda Taylor & Jens Kattge & Holger Kreft, 2019. "Biodiversity data integration—the significance of data resolution and domain," PLOS Biology, Public Library of Science, vol. 17(3), pages 1-16, March.
    5. Ho Fai Chan & Nikita Ferguson & David A. Savage & David Stadelmann & Benno Torgler, 2020. "Is Science Able to Perform Under Pressure? Insights from COVID-19," CREMA Working Paper Series 2020-07, Center for Research in Economics, Management and the Arts (CREMA).
    6. Silvia Coronado-Ferrer & Antonia Ferrer-Sapena & Rafael Aleixandre-Benavent & Juan Carlos Valderrama Zurián & Lourdes Castelló Cogollos, 2022. "Global Trends in Scientific Research on Pediatric Obesity," IJERPH, MDPI, vol. 19(3), pages 1-15, January.
    7. Wesley Mendes-Da-Silva, 2018. "The Promotion of Transparency and the Impact of Research on Business," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 22(4), pages 639-649.
    8. Huber, Robert & Bartkowski, Bartosz & Brown, Calum & El Benni, Nadja & Feil, Jan-Henning & Grohmann, Pascal & Joormann, Ineke & Leonhardt, Heidi & Mitter, Hermine & Müller, Birgit, 2024. "Farm typologies for understanding farm systems and improving agricultural policy," Agricultural Systems, Elsevier, vol. 213(C).
    9. Ma, Xiaowei & Jiao, Hong & Zhao, Yang & Huang, Shan & Yang, Bo, 2024. "Does open data have the potential to improve the response of science to public health emergencies?," Journal of Informetrics, Elsevier, vol. 18(2).
    10. Yulin Yu & Daniel M. Romero, 2024. "Does the Use of Unusual Combinations of Datasets Contribute to Greater Scientific Impact?," Papers 2402.05024, arXiv.org, revised Sep 2024.
    11. Hans Jonker & Florian Vanlee & Walter Ysebaert, 2022. "Societal impact of university research in the written press: media attention in the context of SIUR and the open science agenda among social scientists in Flanders, Belgium," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(12), pages 7289-7306, December.
    12. Younes, George Abi & Ayoubi, Charles & Ballester, Omar & Cristelli, Gabriele & de Rassenfosse, Gaetan & Foray, Dominique & Gaule, Patrick & van den Heuvel, Matthias & Webster, Beth & Zhou, Ling, 2020. "COVID-19: Insights from Innovation Economists (with French executive summary)," SocArXiv 65pgr, Center for Open Science.
    13. Liwei Zhang & Liang Ma, 2023. "Is open science a double-edged sword?: data sharing and the changing citation pattern of Chinese economics articles," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(5), pages 2803-2818, May.
    14. Constantin Landers & Kelly E. Ormond & Alessandro Blasimme & Caroline Brall & Effy Vayena, 2024. "Talking Ethics Early in Health Data Public Private Partnerships," Journal of Business Ethics, Springer, vol. 190(3), pages 649-659, March.
    15. Matteo Sostero, 2020. "Automation and Robots in Services: Review of Data and Taxonomy," JRC Working Papers on Labour, Education and Technology 2020-14, Joint Research Centre.
    16. Ruiz-Benito, Paloma & Vacchiano, Giorgio & Lines, Emily R. & Reyer, Christopher P.O. & Ratcliffe, Sophia & Morin, Xavier & Hartig, Florian & Mäkelä, Annikki & Yousefpour, Rasoul & Chaves, Jimena E. & , 2020. "Available and missing data to model impact of climate change on European forests," Ecological Modelling, Elsevier, vol. 416(C).
    17. Bridianne O’Dea & Tjeerd W Boonstra & Mark E Larsen & Thin Nguyen & Svetha Venkatesh & Helen Christensen, 2021. "The relationship between linguistic expression in blog content and symptoms of depression, anxiety, and suicidal thoughts: A longitudinal study," PLOS ONE, Public Library of Science, vol. 16(5), pages 1-17, May.
    18. Xie, Qing & Wang, Jiamin & Kim, Giyeong & Lee, Soobin & Song, Min, 2021. "A sensitivity analysis of factors influential to the popularity of shared data in data repositories," Journal of Informetrics, Elsevier, vol. 15(3).
    19. Jiaxing Du & Han Cai & Xiu Jin, 2024. "Exploring the Association Between Artificial Intelligence Management and Green Innovation: Expanding the Research Field for Sustainable Outcomes," Sustainability, MDPI, vol. 16(21), pages 1-28, October.
    20. Fernando Martinez-Plumed & Emilia Gomez Gutierrez & Jose Hernandez-Orallo, 2020. "AI Watch Assessing Technology Readiness Levels for Artificial Intelligence," JRC Research Reports JRC122014, Joint Research Centre.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ipt:iptwpa:jrc120090. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Publication Officer (email available below). General contact details of provider: https://edirc.repec.org/data/ipjrces.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.