Select Publications
Books
2023, Correction to: Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track (LNAI 14175 (10.1007/978-3-031-43430-3_1)), http://dx.doi.org/10.1007/978-3-031-43430-3_34
,Book Chapters
2023, 'Continually Learning Out-of-Distribution Spatiotemporal Data for Robust Energy Forecasting', in , pp. 3 - 19, http://dx.doi.org/10.1007/978-3-031-43430-3_1
,2023, 'Correction to: Continually Learning Out-of-Distribution Spatiotemporal Data for Robust Energy Forecasting', in Lecture Notes in Computer Science, Springer Nature Switzerland, pp. C1 - C2, http://dx.doi.org/10.1007/978-3-031-43430-3_34
,2019, 'Using Big Spatial Data for Planning User Mobility', in Encyclopedia of Big Data Technologies, Springer International Publishing, pp. 1747 - 1752, http://dx.doi.org/10.1007/978-3-319-77525-8_224
,2012, 'Ubiquitous Intersection Awareness (U&I Aware)', in Handbook on Mobile and Ubiquitous Computing, CRC Press, pp. 137 - 164, http://dx.doi.org/10.1201/b13081-9
,Journal articles
2024, 'Introduction to the Special Issue on Machine Learning and Location Data: Part II', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3701218
,2024, 'Introduction to the Special Issue on Machine Learning and Location Data', ACM Transactions on Spatial Algorithms and Systems, 10, pp. 1 - 2, http://dx.doi.org/10.1145/3698154
,2024, 'Learning spatio-temporal dynamics on mobility networks for adaptation to open-world events', Artificial Intelligence, 335, http://dx.doi.org/10.1016/j.artint.2024.104120
,2024, 'Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model Multiplicity', ACM Journal on Responsible Computing, 1, pp. 1 - 27, http://dx.doi.org/10.1145/3677173
,2024, 'MobileHCI 2024 General Chairs' Welcome', MobileHCI 2024 Adjunct Proceedings - Publication of the 26th International Conference on Mobile Human-Computer Interaction, pp. iii - iv
,2024, 'Leveraging Simulation Data to Understand Bias in Predictive Models of Infectious Disease Spread', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3660631
,2024, 'Mobility Data Science: Perspectives and Challenges', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3652158
,2024, 'Traffic forecasting on new roads using spatial contrastive pre-training (SCPT)', Data Mining and Knowledge Discovery, 38, pp. 913 - 937, http://dx.doi.org/10.1007/s10618-023-00982-0
,2024, 'MAPLE: Mobile App Prediction Leveraging Large Language Model Embeddings', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 8, http://dx.doi.org/10.1145/3643514
,2024, 'Detecting Change Intervals with Isolation Distributional Kernel', Journal of Artificial Intelligence Research, 79, pp. 273 - 306, http://dx.doi.org/10.1613/jair.1.15762
,2024, 'PromptCast: A New Prompt-Based Learning Paradigm for Time Series Forecasting', IEEE Transactions on Knowledge and Data Engineering, 36, pp. 6851 - 6864, http://dx.doi.org/10.1109/TKDE.2023.3342137
,2024, 'Transferrable contextual feature clusters for parking occupancy prediction', Pervasive and Mobile Computing, 97, http://dx.doi.org/10.1016/j.pmcj.2023.101831
,2023, 'TransCP: A Transformer Pointer Network for Generic Entity Description Generation With Explicit Content-Planning', IEEE Transactions on Knowledge and Data Engineering, 35, pp. 13070 - 13082, http://dx.doi.org/10.1109/TKDE.2023.3271971
,2023, 'i-Align: an interpretable knowledge graph alignment model', Data Mining and Knowledge Discovery, 37, pp. 2494 - 2516, http://dx.doi.org/10.1007/s10618-023-00963-3
,2023, 'ASBiNE: Dynamic Bipartite Network Embedding for incorporating structural and attribute information', World Wide Web, 26, pp. 3463 - 3481, http://dx.doi.org/10.1007/s11280-023-01189-5
,2023, 'Welcome', Communications of the ACM, 66, pp. 36, http://dx.doi.org/10.1145/3598580
,2023, 'Multiple-level Point Embedding for Solving Human Trajectory Imputation with Prediction', ACM Transactions on Spatial Algorithms and Systems, 9, http://dx.doi.org/10.1145/3582427
,2023, 'How Crowd Worker Factors Infuence Subjective Annotations: A Study of Tagging Misogynistic Hate Speech in Tweets', Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, HCOMP, 11, pp. 38 - 50, http://dx.doi.org/10.1609/hcomp.v11i1.27546
,2023, 'Qualitative spatial reasoning with uncertain evidence using Markov logic networks', International Journal of Geographical Information Science, 37, pp. 2067 - 2100, http://dx.doi.org/10.1080/13658816.2023.2231044
,2023, 'Toward Social Role-Based Interruptibility Management', IEEE Pervasive Computing, 22, pp. 59 - 68, http://dx.doi.org/10.1109/MPRV.2022.3229905
,2022, 'A Global Building Occupant Behavior Database', Scientific Data, 9, http://dx.doi.org/10.1038/s41597-022-01475-3
,2022, 'App usage on-the-move: Context- and commute-aware next app prediction', Pervasive and Mobile Computing, 87, http://dx.doi.org/10.1016/j.pmcj.2022.101704
,2022, 'Imagining future digital assistants at work: A study of task management needs', International Journal of Human Computer Studies, 168, http://dx.doi.org/10.1016/j.ijhcs.2022.102905
,2022, 'Understanding occupants’ behaviour, engagement, emotion, and comfort indoors with heterogeneous sensors and wearables', Scientific Data, 9, http://dx.doi.org/10.1038/s41597-022-01347-w
,2022, 'Location Contact Tracing: Penetration, Privacy, Position, and Performance', Digital Government: Research and Practice, 3, http://dx.doi.org/10.1145/3532669
,2022, 'COCOA: Cross Modality Contrastive Learning for Sensor Data', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 6, http://dx.doi.org/10.1145/3550316
,2022, 'Individual and Group-wise Classroom Seating Experience: Effects on Student Engagement in Different Courses', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 6, http://dx.doi.org/10.1145/3550335
,2022, 'Explainable spatiotemporal reasoning for geospatial intelligence applications', Transactions in GIS, 26, pp. 2455 - 2479, http://dx.doi.org/10.1111/tgis.12939
,2022, 'Event-Aware Multimodal Mobility Nowcasting', Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022, 36, pp. 4228 - 4236
,2022, 'On the Detection of Unauthorized Drones - Techniques and Future Perspectives: A Review', IEEE Sensors Journal, 22, pp. 11439 - 11455, http://dx.doi.org/10.1109/JSEN.2022.3171293
,2022, 'Generative Adversarial Networks for Spatio-temporal Data: A Survey', ACM Transactions on Intelligent Systems and Technology, 13, http://dx.doi.org/10.1145/3474838
,2022, 'Predicting flight delay with spatio-temporal trajectory convolutional network and airport situational awareness map', Neurocomputing, 472, pp. 280 - 293, http://dx.doi.org/10.1016/j.neucom.2021.04.136
,2022, 'Spatiotemporal data mining: a survey on challenges and open problems', Artificial Intelligence Review, 55, pp. 1441 - 1488, http://dx.doi.org/10.1007/s10462-021-09994-y
,2022, 'Drone-as-a-Service Composition Under Uncertainty', IEEE Transactions on Services Computing, 15, pp. 2685 - 2698, http://dx.doi.org/10.1109/TSC.2021.3066006
,2021, 'Occupant behavior modeling methods for resilient building design, operation and policy at urban scale: A review', Applied Energy, 293, http://dx.doi.org/10.1016/j.apenergy.2021.116856
,2021, 'Transfer learning for thermal comfort prediction in multiple cities', Building and Environment, 195, http://dx.doi.org/10.1016/j.buildenv.2021.107725
,2021, 'Modelling Memory for Individual Re-identification in Decentralised Mobile Contact Tracing Applications', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 5, http://dx.doi.org/10.1145/3448088
,2021, 'Federated Self-Supervised Learning of Multisensor Representations for Embedded Intelligence', IEEE Internet of Things Journal, 8, pp. 1030 - 1040, http://dx.doi.org/10.1109/JIOT.2020.3009358
,2021, 'Special issue on vehicles as sensing devices: from observations to actionable insights', Journal of Ambient Intelligence and Humanized Computing, 12, pp. 147 - 149, http://dx.doi.org/10.1007/s12652-021-02916-4
,2020, 'An Ambient-Physical System to Infer Concentration in Open-Plan Workplace', IEEE Internet of Things Journal, 7, pp. 11576 - 11586, http://dx.doi.org/10.1109/JIOT.2020.2996219
,2020, 'Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey', Building and Environment, 183, http://dx.doi.org/10.1016/j.buildenv.2020.106964
,2020, 'ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for Processing Heterogeneous Sensor Data', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 4, http://dx.doi.org/10.1145/3411832
,2020, 'N-Gage: Predicting in-class Emotional, Behavioural and Cognitive Engagement in the Wild', Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 4, http://dx.doi.org/10.1145/3411813
,2020, 'Evolutionary model construction for electricity consumption prediction', Neural Computing and Applications, 32, pp. 12155 - 12172, http://dx.doi.org/10.1007/s00521-019-04310-w
,2020, 'Joint Modelling of Cyber Activities and Physical Context to Improve Prediction of Visitor Behaviors', ACM Transactions on Sensor Networks, 16, http://dx.doi.org/10.1145/3393692
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