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2016 | OriginalPaper | Buchkapitel

Orientation System Based on Speculative Computation and Trajectory Mining

verfasst von : João Ramos, Tiago Oliveira, Ken Satoh, José Neves, Paulo Novais

Erschienen in: Highlights of Practical Applications of Scalable Multi-Agent Systems. The PAAMS Collection

Verlag: Springer International Publishing

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Abstract

Assistive technologies help users with disabilities (physical, sensory, intellectual) to perform tasks that were difficult or impossible to execute. Thus, the user autonomy is increased through this technology. Although some adaptation of the user might be needed, the effort should be minimum in order to use devices that convey assistive functionalities. In cognitive disabilities a common diminished capacity is orientation, which is crucial for the autonomy of an individual. There are several research works that tackle this problem, however they are essentially concerned with user guidance and application interface (display of information). The work presented herein aims to overcome these systems through a framework of Speculative Computation, which adds a prediction feature for the next move of the user. With an anticipation feature and a trajectory mining module the user is guided through a preferred path receiving anticipated alerts before a possible shift in the wrong direction.

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Alper, S., Raharinirina, S.: Assisitive technology for individuals with disabilities: a review and synthesis of the literature. J. Spec. Educ. Technol. 21(2), 47–64 (2006)

Alvares, L.O., Bogorny, V., Antonio, J., Fernandes De Macedo, J.A., Moelans, B., Spaccapietra, S.: Dynamic modeling of trajectory patterns using data minig and reverse engineering. In: ER 2007, pp. 149–154 (2007)

Andrade, F., Neves, J., Novais, P., Machado, J., Abelha, A.: Legal security and credibility in agent based virtual enterprises. In: Camarinha-Matos, L.M., Afsarmanesh, H., Ortiz, A. (eds.) IFIP TC5 WG 5.5. IFIP, vol. 186, pp. 503–512. Springer, New York (2005)CrossRef

Ankerst, M., Breunig, M.M., Kriegel, H.P., Sander, J.: Optics: ordering points to identify the clustering structure. ACM Sigmod Rec. 28(2), 49–60 (1999)CrossRef

Carmien, S., Dawe, M., Fischer, G., Gorman, A., Kintsch, A., Sullivan, J.F.: Socio-technical environments supporting people with cognitive disabilities using public transportation. ACM Trans. Comput.-Hum. Interact. 12(2), 233–262 (2005)CrossRef

Castillo, J.C., Carneiro, D., Serrano-Cuerda, J., Novais, P., Fernández-Caballero, A., Neves, J.: A multi-modal approach for activity classification and fall detection. Int. J. Syst. Sci. 45(4), 810–824 (2014)CrossRef

Chen, Z.: Mining individual behavior pattern based on significant locations and spatial trajectories. In: 2012 IEEE International Conference on Pervasive Computing and Communications Workshops, PERCOM Workshops 2012, pp. 540–541 (2012)

Dawe, M.: Desperately seeking simplicity: how young adults with cognitive disabilities and their families adopt assistive technologies. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2006, pp. 1143–1152. ACM (2006)

Portugal, F.: AlzNav (2012). http://www.fraunhofer.pt/en/fraunhofer_aicos/projects/internal_research/alznav.html

10.

Giannotti, F., Nanni, M., Pinelli, F., Pedreschi, D.: Trajectory pattern mining. In: Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2007, pp. 330–339. ACM (2007)

11.

Liu, A.L., Hile, H., Borriello, G., Kautz, H., Brown, P.A., Harniss, M., Johnson, K.: Informing the design of an automated wayfinding system for individuals with cognitive impairments. In: Proceedings of Pervasive Health 2009, vol. 9, p. 8 (2009)

12.

Monreale, A., Pinelli, F., Trasarti, R.: WhereNext : a location predictor on trajectory pattern mining. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD 2009, pp. 637–645 (2009)

13.

Ramos, J., Costa, A., Novais, P., Neves, J.: Interactive guiding and localization platform. Int. J. Artif. Intell. (IJAI) 12(1), 63–78 (2014)

14.

Ramos, J., Novais, P., Satoh, K., Oliveira, T., Neves, J.: Speculative orientation and tracking system. Int. J. Artif. Intell. (IJAI) 13(1), 94–119 (2015)

15.

Ramos, J., Oliveira, T., Novais, P., Neves, J., Satoh, K.: An alert mechanism for orientation systems based on Speculative computation. In: 2015 International Symposium on Innovations in Intelligent SysTems and Applications, Innovations in Intelligent Systems and Applications (INISTA), pp. 1–8. IEEE (2015)

16.

Ramos, J., Satoh, K., Novais, P., Neves, J.: Modelling an orientation system based on speculative computation. In: Omatu, S., Bersini, H., Corchado Rodríguez, J.M., González, S.R., Pawlewski, P., Bucciarelli, E. (eds.) Distributed Computing and Artificial Intelligence 11th International Conference. AISC, vol. 290, pp. 319–326. Springer, Heidelberg (2014)

17.

Spitzer, R.L., Gibbon, M., Skodol, A.E., First, M.B.: DSM-IV Casebook: A Learning Companion to the Diagnostic and Statistical Manual of Mental Disorders, 4th edn. American Psychiatric Association, Arlington (1994)

18.

Ye, Y., Zheng, Y., Chen, Y., Feng, J., Xie, X.: Mining individual life pattern based on location history. In: Proceedings - IEEE International Conference on Mobile Data Management, pp. 1–10 (2009)

19.

Zheng, Y.U.: Trajectory data mining : an overview. ACM Trans. Intell. Syst. Technol. 6(3), 1–41 (2015)CrossRef

Titel: Orientation System Based on Speculative Computation and Trajectory Mining
verfasst von: João Ramos
Tiago Oliveira
Ken Satoh
José Neves
Paulo Novais
Verlag: Springer International Publishing
Buch: Highlights of Practical Applications of Scalable Multi-Agent Systems. The PAAMS Collection
Print ISBN: 978-3-319-39386-5

Electronic ISBN: 978-3-319-39387-2

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-3-319-39387-2_21

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