Publications

2022

  • Kangning Yang. "Multimodal Emotion Recognition using Mobile Devices." PhD diss., The University of Melbourne, 2022.

[pdf]

  • Kangning Yang, Benjamin Tag, Chaofan Wang, Yue Gu, Zhanna Sarsenbayeva, Tilman Dingler, Greg Wadley, and Jorge Goncalves. "Survey on Emotion Sensing Using Mobile Devices." IEEE Transactions on Affective Computing.

[paper]

  • Chaofan Wang, Kangning Yang, Weiwei Jiang, Jing Wei, Zhanna Sarsenbayeva, Jorge Goncalves, and Vassilis Kostakos. "Hand Hygiene Quality Assessment Using Image-to-Image Translation." International Conference on Medical Image Computing and Computer-Assisted Intervention.

[paper]

  • Kangning Yang, Benjamin Tag, Yue Gu, ChaofanWang, Tilman Dingler, GregWadley, and Jorge Goncalves. “Mobile Emotion Recognition via Multiple Physiological Signals using Convolution-augmented Transformer.” The Annual ACM International Conference on Multimedia Retrieval (ICMR).

[paper]

  • Chaofan Wang, Weiwei Jiang, Kangning Yang, Zhanna Sarsenbayeva, Benjamin Tag, Tilman Dingler, Jorge Goncalves, and Vassilis Kostakos. “A System for Computational Assessment of Hand Hygiene Techniques.” Journal of Medical Systems.

[paper]

2021

  • Kangning Yang, Chaofan Wang, Yue Gu, Zhanna Sarsenbayeva, Benjamin Tag, Tilman Dingler, Greg Wadley, and Jorge Goncalves. ”Behavioral and Physiological Signals-Based Deep Multimodal Approach for Mobile Emotion Recognition.” IEEE Transactions on Affective Computing.

[paper]

  • Chaofan Wang, Weiwei Jiang, Kangning Yang, Difeng Yu, Joshua Newn, Zhanna Sarsenbayeva, Jorge Goncalves, and Vassilis Kostakos. ”Electronic Monitoring Systems for Hand Hygiene: Systematic Review of Technology.” Journal of medical Internet research.

[paper]

2020

  • Kangning Yang, ChaofanWang, Zhanna Sarsenbayeva, Benjamin Tag, Tilman Dingler, GregWadley, and Jorge Goncalves. ”Benchmarking commercial emotion detection systems using realistic distortions of facial image datasets.” The Visual Computer.

[paper]

  • Zhanna Sarsenbayeva, Gabriele Marini, Niels van Berkel, Chu Luo,Weiwei Jiang, Kangning Yang, Greg Wadley, Tilman Dingler, Vassilis Kostakos, and Jorge Goncalves. ”Does smartphone use drive our emotions or vice versa? A causal analysis.” In Proceedings of the 2020 CHI conference on human factors in computing systems.

[paper]

2018

  • Yue Gu*, Xinyu Li*, Kaixiang Huang, Shiyu Fu, Kangning Yang, Shuhong Chen, Moliang Zhou, Ivan Marsic. "Human Conversation Analysis Using Attentive Multimodal Networks with Hierarchical Encoder-Decoder." In ACM SIGMM 26th multimedia conference (ACM MM). 2018. Accepted (oral presentation). (8.5% acceptance rate, *: equally contributed )

[paper]

  • Yue Gu, Kangning Yang, Shiyu Fu, Shuhong Chen, Xinyu Li and Ivan Marsic. "Hybrid Attention based Multimodal Network for Spoken Language Classification." The 27th International Conference on Computational Linguistics (COLING). 2018. Accepted (oral presentation).

[paper]

  • Yue Gu, Kangning Yang, Shiyu Fu, Shuhong Chen, Xinyu Li and Ivan Marsic. "Multimodal Affective Analysis Using Hierarchical Attention Strategy with Word-Level Alignment." The 56th Annual Meeting of the Association for Computational Linguistics (ACL). 2018. Accepted (oral presentation).

[paper]