关键词

人工智能、大数据、教育、混合方法论、多模式、数字技术、社会平台、数字连接

摘要

数字技术带来的关联特性重置了我们对社会架构的理解。在人工智能（AI）和大数据方面，教育领域已重组其结构，以考虑人类和非人类参与者及其在数字平台上的行为。在这种日益复杂的情况下，该提案旨在介绍学术界或国际组织发布的有关AI和大数据的定义和讨论。对AI和大数据的研究超出了单纯的对计算/逻辑能力的探索，进而研究关于数字技术对教育的社会影响的科学领域，其难度可能较小，但也许更复杂。这项研究提出对21世纪技能的教育以及平台时代AI发展的影响进行分析，使用了方法论小组的三个轴心：研究，应用和评估。为了完成研究，我们进行了系统综述，书目研究和案例研究的质量分析，据此撰写了一份阐明人工智能和大数据的工作方式以及它们在教育领域的应用水平的立场文件。我们的目标是在多模式方法下提供三角模式分析，以更好地了解教育与新技术前景之间的关系。

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参考资料

Bakhshi, H., Downing, J., Osborne, M., & Schneider, P. (2017). The future of skills: Employment in 2030. Pearson. https://bit.ly/3fL9vz9

Link Google Scholar

Barrett, A.R., & Edwards, J. (1995). Knowledge elicitation and knowledge representation in a large domain with multiple experts. Expert Systems with Applications, 8(1), 169-176. https://doi.org/10.1016/0957-4174(94)E0007-H

Link DOI | Link Google Scholar

Bosch, N., Chen, H., D'Mello, S., Baker, R., & Shute, V. (2015). Accuracy vs. availability heuristic in multimodal affect detection in the wild. In Proceedings of the 2015 ACM on International Conference on Multimodal Interaction (pp. 267-274). https://doi.org/10.1145/2818346.2820739

Link DOI | Link Google Scholar

Clark, F. (1976). Characteristics of the competency-based curriculum. Competency-based education for social work: Evaluation and curriculum issues. https://bit.ly/3csgvPm

Link Google Scholar

Cloud Security Alliance (Ed.) (2014). Big data taxonomy. Cloud Security Alliance. https://bit.ly/2YZfXg1

Link Google Scholar

Cobb, P., Confrey, J., DiSessa, A., Lehrer, R., & Schauble, L. (2003). Design experiments in educational research. Educational Researcher, 32(1), 9-13. https://doi.org/10.3102/0013189X032001009

Link DOI | Link Google Scholar

Cukurova, M., Luckin, R., & Kent, C. (2019). Impact of an artificial intelligence research frame on the perceived credibility of educational research evidence. International Journal of Artificial Intelligence in Education, 1-31. https://doi.org/10.1007/s40593-019-00188-w

Link DOI | Link Google Scholar

European Union Comission (Ed.) (2012). General data protection regulation (GDPR - COD - 2012/0011 -

Link Google Scholar

Fadel, C., & Groff, J. (2019). Four-dimensional education for sustainable societies. In Sustainability, human well-being, and the future of education (pp. 269-281). Palgrave Macmillan. https://doi.org/10.1007/978-3-319-78580-6_8

Link DOI | Link Google Scholar

Fava, R. (2018). Trabalho, educação e inteligência artificial: a era do indivíduo versátil. Penso.

Link Google Scholar

Floridi, L. (2014). The fourth revolution: How the infosphere is reshaping human reality. OUP Oxford. https://doi.org/10.5860/choice.187284

Link DOI | Link Google Scholar

Gervais, J. (2016). The operational definition of competency?based education. The Journal of Competency?Based Education, 1(2), 98-106. https://doi.org/10.1002/cbe2.1011

Link DOI | Link Google Scholar

Habermas, J. (1985). The theory of communication action. Heinemen Educ.

Link Google Scholar

Hine, C. (1994). The virtual objects of ethnography. In 3th International Conference on Public Communication of Science and Technology (PCST), Montreal, Canada (pp. 10-13). https://bit.ly/2WPpYK0

Link Google Scholar

International Telecommunication Union (Ed.) (2017). AI for good global summit report. https://bit.ly/3cxf3LQ

Link Google Scholar

International Telecommunication Union (Ed.) (2017). Artificial Intelligence for development series.

Link Google Scholar

International Telecommunication Union (Ed.) (2018). AI for good summit webcast archives. https://bit.ly/3fE8x7M

Link Google Scholar

International Telecommunication Union (Ed.) (2018). Innovative Big Data approaches for capturing and analyzing data to monitor and achieve the SDGS. https://bit.ly/2zx5Sw8

Link Google Scholar

Kelly, K. (2010). What technology wants. Penguin Editorial Publishing.

Link Google Scholar

Kent, C., & Luckin, R. (2019). Artificial intelligence and multimodal data in the service of human decision?making: A case study in debate tutoring. British Journal of Educational Technology, 50(6), 3032-3046. https://doi.org/10.1111/bjet.12829

Link DOI | Link Google Scholar

Kozinets, R.V. (2015). Netnography: Understanding networked communication society. Sage. https://doi.org/10.1002/9781118767771.wbiedcs067

Link DOI | Link Google Scholar

Kozinets, R.V., Pierre-Yann D., & Amanda E. (2014). Netnographic analysis: Understanding culture through social media data. In U. Flick (Ed.), Sage handbook of qualitative data analysis (pp. 262-275). Sage. https://doi.org/10.4135/9781446282243.n18

Link DOI | Link Google Scholar

Legg, S., & Hutter, M. (2018). Universal intelligence: A definition of machine intelligence. Mind Mach 17(4), 391-444. https://doi.org/10.1007/s11023-007-9079-x

Link DOI | Link Google Scholar

Luckin, R., Holmes, W., Griffiths, M., & Forcier, L.B. (2016). Intelligence unleashed: An argument for AI in education. https://bit.ly/2TjdXf0

Link Google Scholar

Malinowski, B. (1922). Argonauts of the Pacific. New York, Holt, Reinhart and Winston. https://bit.ly/2zBmJxI

Link Google Scholar

Mantelero, A. (2018). AI and Big Data: A blueprint for a human rights, social and ethical impact assessment. Computer Law & Security Review, 34(4), 754-772. https://doi.org/10.1016/j.clsr.2018.05.017

Link DOI | Link Google Scholar

Mead, M. (1979). Adolescencia y cultura en Samoa. Paidós.

Link Google Scholar

Mick, D., & Fournier, S. (1998). Paradoxes of technology: Consumer cognizance, emotions, and coping strategies. Journal of Consumer Research, 25(2), 123-143. https://doi.org/10.1086/209531

Link DOI | Link Google Scholar

Morin, E. (2015). Introdução ao pensamento complexo. Editora Sulina. https://bit.ly/3bGzR2c

Link Google Scholar

Nigay, L., & Coutaz, J. (1993). A design space for multimodal systems: Concurrent processing and data fusion. In Proceedings of the INTERACT'93 and CHI'93 conference on Human factors in computing systems (pp. 172-178). https://doi.org/10.1145/169059.169143

Link DOI | Link Google Scholar

Nigay, L., & Coutaz, J. (1993). A design space for multimodal systems: Concurrent processing and data fusion. In Proceedings of the INTERACT'93 and CHI'93 conference on Human factors in computing systems (pp. 172-178). https://doi.org/10.1145/169059.169143

Link DOI | Link Google Scholar

Organisation for Economic Co-operation and Development (Ed.) (2018). AI: Intelligent machines, smart policies. https://bit.ly/2LqNAQ4

Link Google Scholar

Organisation for Economic Co-operation and Development (Ed.) (2020). Better Policies for lives – Learning Compass. https://bit.ly/3fUW93A

Link Google Scholar

Riesman, D. (1979). Society's demands for competence. In G. Grant, P. Elbow, T. Ewens, Z. Gamson, W. Kohli, W. Neumann, V. Olesen, & D. Riesman (Eds.), On competence: A critical analysis of competence?based reforms in higher education (pp. 18–65). Jossey?Bass Inc. https://bit.ly/3dWFbQn

Link Google Scholar

Russell, S., & Norvig, P. (1995). Artificial intelligence: A modern approach prentice-hall. Englewood cliffs.

Link Google Scholar

Rychen, D.S., & Salganik, L.H. (2003). Key competencies for a successful life and well-functioning society. Hogrefe Publishing. https://go.aws/2LDWhGP

Link Google Scholar

Scoular, C., Care, E., & Hesse, F.W. (2017). Designs for operationalizing collaborative problem solving for automated assessment. Journal of Educational Measurement, 54(1), 12–35. https://doi.org/10.1111/jedm.12130

Link DOI | Link Google Scholar

Søe, S.O. (2018). Algorithmic detection of misinformation and disinformation: Gricean perspectives. Journal of Documentation, 74(2), 309-332. https://doi.org/10.1108/JD-05-2017-0075

Link DOI | Link Google Scholar

Turing, A.M. (2009). Computing machinery and intelligence. In R. Epstein, G. Roberts, & G. Beber (Eds.), Parsing the turing test. Springer. https://doi.org/10.1007/978-1-4020-6710-5_3

Link DOI | Link Google Scholar

United Nations (Ed.) (2017). Innovative Big Data approaches for capturing and analysing data to monitor and achieve the SDGs. https://bit.ly/2Zhcfi0

Link Google Scholar

Van-Dijck, J., Poell, T., & De-Waal, M. (2018). The platform society: Public values in a connective world. Oxford University Press. https://doi.org/10.1093/oso/9780190889760.001.0001

Link DOI | Link Google Scholar

Wilson, W. (1999). Consilience: The unity of knowledge. Vintage. https://bit.ly/2Xd30ww

Link Google Scholar

Zabala, A., & Arnau, L. (2015). Cómo aprender y enseñar competencias: 11 ideas clave. Graó. https://bit.ly/2WWyWoK

Link Google Scholar

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技术信息

收到: 27-02-2020

修订: 19-03-2020

公认: 27-04-2020

OnlineFirst: 15-06-2020

发布日期: 01-10-2020

文章修改时间: 21 天 | 期刊编号的平均时间修订 65: 36 天

文章接受时间: 59 天 | 期刊编号的平均接受时间 65: 78 天

预印本编辑时间: 171 天 | 期刊编号的平均编辑时间预印 65: 190 天

文章编辑时间: 216 天 | 期刊编号的平均编辑时间 65: 235 天

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Донина, И. А. (2021). Искусственный интеллект в современном образовании: помощник или конкурент педагога. In Наука и технологии XXI века: тренды и перспективы (pp. 130-135).

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Bonami, B., Piazentini, L., & Dala-Possa, A. (2020). Education, Big Data and Artificial Intelligence: Mixed methods in digital platforms. [Educación, Big Data e Inteligencia Artificial: Metodologías mixtas en plataformas digitales]. Comunicar, 65, 43-52. https://doi.org/10.3916/C65-2020-04

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