Abstract
We designed a communication system that can predict the current situation of an absentee on the basis of its behavior log and provide some communication tools suitable for the situation to a visitor. An operative evaluation revealed that the proposed system could predict user situations with high accuracy. Further, it can output the expected values in short terms by calculating the feedback values to the possibility table with our Bayesian network. Furthermore, the proposed system has realized the communication suitable for a situation and for information sharing including prediction by using the current information and communication technology.
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Notes
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The column returns to the original probability value in 1 h.
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- 3.
In the case of 20 % to 50 %, the error rate increases to more than 10 % after six weeks.
- 4.
GRANYC produced by NAKAYO Inc.
References
Sellen, A.J., Whittaker, S.: Beyond total capture: a constructive critique of lifelogging. Commun. ACM 53(5), 70–77 (2010)
O’Sullivan, D., Igoe, T.: Physical Computing: Sensing and Controlling the Physical World with Computers. Thomson Course Technology, Boston (2004)
Sanderson, D.: Programming Google App Engine with Java: Build & Run Scalable Java Applications on Google’s Infrastructure. O’Reilly Media, Sebastopol (2015)
Ishii, H.: Tangible bits: beyond pixels. In: Proceedings of the 2nd International Conference on Tangible and Embedded Interaction, pp. xv–xxv (2008)
Iwasaki, H., Sega, S., Hiraishi, H., Mizoguchi, F.: Design and evaluation of the user-adapted program scheduling system based on Bayesian network and constraint satisfaction. Trans. Jpn. Soc. Artif. Intell. 23(4), 268–280 (2008)
Rawassizadeh, R.: Towards sharing life-log information with society. Behav. Inf. Technol. 31(11), 1057–1067 (2012)
Sasaki, T., Hiraishi, H.: Design and evaluation of user interface for whereabout forecast. In: The 75th National Convention of IPSJ, pp. 307–308 (2013)
Erl, T., Puttini, R., Mahmood, Z.: Cloud Computing: Concepts, Technology & Architecture. Prentice Hall, Englewood Cliffs (2013)
Fenton, N., Neil, M.: Risk Assessment and Decision Analysis with Bayesian Networks. CRC Press, Boca Raton (2012)
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Appendix: Results of the operative evaluation
Appendix: Results of the operative evaluation
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Hiraishi, H. (2016). Design of a Communication System that Can Predict Situations of an Absentee Using Its Behavior Log. In: Fujita, H., Ali, M., Selamat, A., Sasaki, J., Kurematsu, M. (eds) Trends in Applied Knowledge-Based Systems and Data Science. IEA/AIE 2016. Lecture Notes in Computer Science(), vol 9799. Springer, Cham. https://doi.org/10.1007/978-3-319-42007-3_81
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DOI: https://doi.org/10.1007/978-3-319-42007-3_81
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