Pervasive Human-Data Interaction (PHDI)
Our previous work in this area includes development of some enabling technologies for pervasive HDI: indoor location sensing for covid-19 contact tracing, WiFi CSI-based head-pose estimation, and human pose-based activity recognition.
Indoor Localization for Contact Tracing
References
Lulu Gao, Shin’ichi Konomi (2022) Mapless Indoor Navigation based on Landmarks. Proceedings of the 10th International Conference on Distributed, Ambient, and Pervasive Interactions (DAPI 2022) (to appear)
Lulu Gao, Shin’ichi Konomi (2022). Active Learning-based Data Collection in Crowd Replication. in Advances in Artificial Intelligence, Selected Papers from the Annual Conference of Japanese Society of Artificial Intelligence (JSAI 2020), Advances in Intelligent Systems and Computing Series 1357, Springer, Berlin/Heidelberg, 2022. 250 pages. ISBN: 978-3-030-73113-7.
Lulu Gao, Shin’ichi Konomi (2023). Indoor Spatiotemporal Contact Analytics Using Landmark-Aided Pedestrian Dead Reckoning on Smartphones. Sensors 2023, 23(1), 113, MDPI, Basel, December 22, 2022. https://doi.org/10.3390/s23010113.
Lulu Gao, Shin’ichi Konomi (2022). A Cost-effective and Quality-ensured Framework for Crowdsourced Indoor Localization. in Duffy, V.G., Landry, S.J., Lee, J.D., Stanton, N. (eds) Human-Automation Interaction. Automation, Collaboration, and E-Services, vol 11. Springer, Cham. pp. 451–467
Lulu Gao, Shin’ichi Konomi. Personalized Federated Human Activity Recognition through Semi-supervised Learning and Enhanced Representation. Proceedings of the 11th International Workshop on Human Activity Sensing Corpus and Applications (HASCA), Cancun, Mexico, October 8, 2023.
Activity Recognition
References
Tianjia He (2022) Human Pose-Based Activity Recognition Approaches on Smart-home Devices. Proceedings of the 10th International Conference on Distributed, Ambient, and Pervasive Interactions (DAPI 2022) (to appear)
Yiming Liu, Shin’ichi Konomi (2022) WiHead: WiFi-based Head-Pose Estimation. Proceedings of the 10th International Conference on Distributed, Ambient, and Pervasive Interactions (DAPI 2022) (to appear)
Tianjia He, Shin’ichi Konomi, Tianyuan Yang. Spatio-Temporal Attention Based Graph Convolutional Networks for Human Action Reconstruction and Analysis. Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC), Maui, Hawaii, October 1-4, 2023.