Abstract
Adaptive educational technologies as well as inclusion are two research fields that have a huge impact on current educational questions. Nevertheless, they are seldom seen together, which explains why there are not too many results in the intersection of the fields yet. This contribution discusses possible directions for combining Artificial Intelligence in Education (AIED) and inclusive educational technologies and shows some emerging practices. The introduction presents a state of the art on the history of adaptive learning technologies and on assistive technology (AT). A section that highlights the impairment/disability dimension of inclusion follows. Furthermore, emerging practices that combine accessibility/inclusion with Artificial Intelligence (AI) are discussed. The next section focuses on cultural dimensions of inclusion and the impact on AI in learning technologies. We then discuss the origins of cultural biases in technology and how to address this issue. Gender and ethnicity are connected to this cultural dimension and therefore are considered in this discussion as well. The conclusion describes the requirements for combining AI and inclusive learning technologies in the future. There is a need for more awareness of possible biases when creating learning systems and training algorithms with suitable data sets.
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References
Baker, R. S., & Inventado, P. S. (2014). Educational data mining and learning analytics. In Learning analytics (pp. 61–75). New York, NY: Springer.
Bellocchi, S., Muneaux, M., Bastien-Toniazzo, M., & Ducrot, S. (2013). I can read it in your eyes: What eye movements tell us about visuo-attentional processes in developmental dyslexia. Research in Developmental Disabilities, 34(1), 452–460.
Blanchard, E. G. (2012). On the WEIRD nature of ITS/AIED conferences: A 10 year longitudinal study analyzing potential cultural biases. In 11th International Conference on Intelligent Tutoring Systems (ITS2012) (pp. 280–285). Chania, Greece: Springer LNCS.
Blanchard, E. G. (2015). Socio-cultural imbalances in AIED research: Investigations, implications and opportunities. International Journal of Artificial Intelligence in Education, 25(2), 204–228.
Bouraoui, A., & Soufi, M. (2018). Br’Eye: An Android mobile application to teach Arabic and French Braille alphabets to blind children in Tunisia. In International Conference on Computers Helping People with Special Needs (pp. 357–364). Cham: Springer.
Bourdieu, P. (1982). Language and symbolic power.
Brewster, S. (2002). Visualization tools for blind people using multiple modalities. Disability and Rehabilitation, 24(11–12), 613–621.
Bruno, B., Chong, N. Y., Kamide, H., Kanoria, S., Lee, J., Lim, Y., et al. (2017). Paving the way for culturally competent robots: A position paper. In 26th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), Lisbon (pp. 553–560).
Bull, S., & Kay, J. (2010). Open learner models. In Advances in intelligent tutoring systems (pp. 301–322). Berlin, Heidelberg: Springer.
Buolamwini, J. (2017). Gender shades: Intersectional phenotypic and demographic evaluation of face datasets and gender classifiers (MIT master’s thesis).
Carbonell, J. R. (1970). AI in CAI: An artificial-intelligence approach to computer-assisted instruction. IEEE Transactions on Man-Machine Systems, 11(4), 190–202.
CAST. (2018a). Universal design for learning guidelines version 2.2. URL: http://udlguidelines.cast.org/?utm_medium=web&utm_campaign=none&utm_source=cast-about-udl. Accessed February 11, 2019.
CAST. (2018b). About universal design for learning. URL: http://www.cast.org/our-work/about-udl.html#.W443qugzbb0. Accessed September 04, 2018.
Cohen, R. F., Yu, R., Meacham, A., & Skaff, J. (2005). PLUMB: displaying graphs to the blind using an active auditory interface. In Proceedings of the 7th International ACM SIGACCESS Conference on Computers and Accessibility (pp. 182–183). ACM.
Collis, B. (2002). Designing for Differences: Cultural Issues in the Design of WWW‐Based Course‐Support Sites. British Journal of Educational Technology, 30, 201–215. https://doi.org/10.1111/1467-8535.00110.
Darvishy, A. (2018). PDF accessibility: Tools and challenges. In International Conference on Computers Helping People with Special Needs (pp. 113–116). Cham: Springer.
Dillon, P., Wang, R., & Tearle, P. (2007). Cultural disconnection in virtual education. Pedagogy. Culture & Society, 153–174. https://doi.org/10.1080/14681360701403565.
D’Mello, S. K. (2016). Giving eyesight to the blind: Towards attention-aware AIED. International Journal of Artificial Intelligence in Education, 26(2), 645–659.
Ferreras, A., Poveda, R., Quílez, M., & Poll, N. (2017). Improving the quality of life of persons with intellectual disabilities through ICTs. Studies in Health Technology and Informatics, 242, 257–264.
Gay, G., Mirri, S., Roccetti, M., & Salomoni, P. (2009). Adapting learning environments with AccessForAll. In Proceedings of the 2009 International Cross-Disciplinary Conference on Web Accessibility (W4A) (pp. 90–91). ACM.
Ginman, M., & von Ungern-Sternberg, S. (2003). Cartoons as information. Journal of Information Science, 29(1), 69–77. https://doi.org/10.1177/016555150302900109.
Godfrey, A. J. R., Murrell, P., & Sorge, V. (2018). An accessible interaction model for data visualisation in statistics. In International Conference on Computers Helping People with Special Needs (pp. 590–597). Cham: Springer.
GPII.net. (2018). About the global public inclusive infrastructure (GPII). URL: https://gpii.net/about. Accessed September 04, 2018.
Greller, W., & Drachsler, H. (2012). Translating learning into numbers. Journal of Educational Technology & Society, 15(3), 42–57.
Kushalnagar, R., & Kushalnagar, K. (2018). SubtitleFormatter: Making subtitles easier to read for deaf and hard of hearing viewers on personal devices. In: International Conference on Computers Helping People with Special Needs (pp. 211–219). Cham: Springer.
Manouselis, N., Drachsler, H., Vuorikari, R., Hummel, H., & Koper, R. (2011). Recommender systems in technology enhanced learning. In Recommender systems handbook (pp. 387–415). Boston, MA: Springer.
Miller, D. P., Nourbakhsh, I. R., & Siegwart, R. (2008). Robots for education. In Springer handbook of robotics (pp. 1283–1301). Berlin, Heidelberg: Springer.
Ochoa, X. (2017). Multimodal learning analytics. In C. Lang, G. Siemens, A. Wise, & D. Gašević (Eds.), Handbook of learning analytics (1st edn., pp. 129–141).
Pardo, A., & Siemens, G. (2014). Ethical and privacy principles. British Journal of Educational Technology, IEEE, 45, 438–450.
Patzer, Y., & Pinkwart, N. (2017). Inclusive E-learning—Towards an integrated system design. Studies in Health Technology and Informatics, 242, 878–885.
Patzer, Y., Russler, N., & Pinkwart, N. (2018). Gamification in inclusive eLearning. In International Conference on Computers Helping People with Special Needs (pp. 154–158). Cham: Springer.
Pop, C. A., Simut, R. E., Pintea, S., Saldien, J., Rusu, A. S., Vanderfaeillie, J., et al. (2013). Social robots vs. computer display: Does the way social stories are delivered make a difference for their effectiveness on ASD children? Journal of Educational Computing Research, 49(3), 381–401. https://doi.org/10.2190/EC.49.3.f.
Reich-Stiebert, N., & Eyssel, F. (2015). Learning with educational companion robots? Toward attitudes on education robots, predictors of attitudes, and application potentials for education robots. International Journal of Social Robotics, 7(5), 875–888.
Scheel, N. P., & Branch, R. C. (1993). The role of conversation and culture in the systematic design of instruction. Educational Technology, 33(8), 7–18.
Schwarz, T., Rajgopal, S., & Stiefelhagen, R. (2018). Accessible EPUB: Making EPUB 3 documents universal accessible. In International Conference on Computers Helping People with Special Needs (pp. 85–92). Cham: Springer.
Sevens, L., Daems, J., De, A. V., Schuurman, I., Vandeghinste, V., & Van, F. E. (2017). Building an accessible pictograph interface for users with intellectual disabilities. Studies in Health Technology and Informatics, 242, 870–877.
Shakespeare, T. (2006). The social model of disability. In The disability studies reader (Vol. 2, pp. 197–204).
Stefik, M. (1985). Intelligent tutoring systems. Artificial Intelligence, 26(2), 238–245
Stone, P., Brooks, R., Brynjolfsson, E., Calo, R., Etzioni, O., Hager, G., et al. (2016). Artificial intelligence and life in 2030: One hundred year study on artificial intelligence. Report of the 2015–2016 study panel. Stanford, CA: Stanford University. Doc: http://ai100.stanford.edu/2016-report. Accessed September 06, 2016.
Volpato, L., Hilzensauer, M., Krammer, K., & Chan, M. (2018). Teaching the national written language to deaf students: A new approach. In International Conference on Computers Helping People with Special Needs (pp. 163–171). Cham: Springer.
World Wide Web Consortium. (2008). Web content accessibility guidelines (WCAG) 2.0. URL: https://www.w3.org/TR/WCAG20/. Accessed February 11, 2019.
Worsley, M., Barel, D., Davison, L., Large, T., & Mwiti, T. (2018). Multimodal interfaces for inclusive learning. In International Conference on Artificial Intelligence in Education (pp. 389–393). Cham: Springer.
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Kazimzade, G., Patzer, Y., Pinkwart, N. (2019). Artificial Intelligence in Education Meets Inclusive Educational Technology—The Technical State-of-the-Art and Possible Directions. In: Knox, J., Wang, Y., Gallagher, M. (eds) Artificial Intelligence and Inclusive Education. Perspectives on Rethinking and Reforming Education. Springer, Singapore. https://doi.org/10.1007/978-981-13-8161-4_4
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