By Professor Flora Salim

Journal articles

Small EA; Shao W; Zhang Z; Liu P; Chan J; Sokol K; Salim FD, 2025, 'How robust is your fair model? Exploring the robustness of prominent fairness strategies', Data Mining and Knowledge Discovery, 39, http://dx.doi.org/10.1007/s10618-025-01112-8

Kegalle HN; Hettiachchi D; Chan J; Sanderson M; Salim FD, 2025, 'Watch Out! E-scooter Coming Through!: Multimodal Sensing of Mixed Traffic Use and Conflicts Through Riders' Ego-centric Views', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 9, http://dx.doi.org/10.1145/3712284

Lin X; Prabowo A; Razzak I; Xue H; Amos M; Behrens S; Salim FD, 2025, 'A Gap in Time: The Challenge of Processing Heterogeneous IoT Data in Digitalized Buildings', IEEE Pervasive Computing, http://dx.doi.org/10.1109/MPRV.2025.3542061

Abushaqra FM; Xue H; Ren Y; Salim FD, 2025, 'ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting', Transactions on Machine Learning Research, 2025-March

Fang L; Xiang W; Pan S; Salim FD; Chen YPP, 2025, 'Spatiotemporal Pretrained Large Language Model for Forecasting With Missing Values', IEEE Internet of Things Journal, 12, pp. 13838 - 13850, http://dx.doi.org/10.1109/JIOT.2024.3524030

Shao W; Zhu R; Yang C; Thapa C; Ahmed ME; Camtepe S; Zhang R; Kim DY; Menouar H; Salim FD, 2025, 'ST-DPGAN: A Privacy-preserving Framework for Spatiotemporal Data Generation', IEEE Internet of Things Journal, http://dx.doi.org/10.1109/JIOT.2025.3568863

Jin M; Shi G; Li YF; Xiong B; Zhou T; Salim FD; Zhao L; Wu L; Wen Q; Pan S, 2025, 'Towards Expressive Spectral-Temporal Graph Neural Networks for Time Series Forecasting', IEEE Transactions on Pattern Analysis and Machine Intelligence, 47, pp. 4926 - 4939, http://dx.doi.org/10.1109/TPAMI.2025.3545671

Xue H; Jin M; Pan S; Salim F; Pang G, 2025, 'Transforming Urban Dynamics: Harnessing Large Language Models for Smarter Mobility', IEEE Intelligent Systems, 40, pp. 5 - 7, http://dx.doi.org/10.1109/MIS.2025.3544937

Huang R; Xue H; Pagnucco M; Salim FD; Song Y, 2025, 'Vision-Based Multi-Future Trajectory Prediction: A Survey', IEEE Transactions on Neural Networks and Learning Systems, http://dx.doi.org/10.1109/TNNLS.2025.3550350

Jiang R; Salim F; Mokbel M, 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

Jiang R; Salim F; Mokbel MF, 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

Wang Z; Jiang R; Xue H; Salim FD; Song X; Shibasaki R; Hu W; Wang S, 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

Sokol K; Kull M; Chan J; Salim F, 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

Dingler T; Salim F, 2024, 'MobileHCI 2024 General Chairs' Welcome', Mobilehci 2024 Adjunct Proceedings Publication of the 26th International Conference on Mobile Human Computer Interaction, pp. iii - iv

Züfle A; Salim F; Anderson T; Scotch M; Xiong L; Sokol K; Xue H; Kong R; Heslop D; Paik HY; Macintyre CR, 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

Mokbel M; Sakr M; Xiong L; Züfle A; Almeida J; Anderson T; Aref W; Andrienko G; Andrienko N; Cao Y; Chawla S; Cheng R; Chrysanthis P; Fei X; Ghinita G; Graser A; Gunopulos D; Jensen CS; Kim JS; Kim KS; Kröger P; Krumm J; Lauer J; Magdy A; Nascimento M; Ravada S; Renz M; Sacharidis D; Salim F; Sarwat M; Schoemans M; Shahabi C; Speckmann B; Tanin E; Teng X; Theodoridis Y; Torp K; Trajcevski G; Van Kreveld M; Wenk C; Werner M; Wong R; Wu S; Xu J; Youssef M; Zeinalipour D; Zhang M; Zimányi E, 2024, 'Mobility Data Science: Perspectives and Challenges', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3652158

Prabowo A; Xue H; Shao W; Koniusz P; Salim FD, 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

Khaokaew Y; Xue H; Salim FD, 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

Cao Y; Zhu Y; Ting KM; Salim FD; Li HX; Yang L; Li G, 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

Xue H; Salim FD, 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

M.abushaqra F; Xue H; Ren Y; D.salim F, 2024, 'SeqLink: A Robust Neural-ODE Architecture for Modelling Partially Observed Time Series', Transactions on Machine Learning Research, 2024

Shao W; Zhang Y; Xiao P; Qin KK; Rahaman MS; Chan J; Guo B; Song A; Salim FD, 2024, 'Transferrable contextual feature clusters for parking occupancy prediction', Pervasive and Mobile Computing, 97, http://dx.doi.org/10.1016/j.pmcj.2023.101831

Trisedya BD; Qi J; Zheng H; Salim FD; Zhang R, 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

Trisedya BD; Salim FD; Chan J; Spina D; Scholer F; Sanderson M, 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

Athar S; Abbasi RA; Saeed Z; Said A; Razzak I; Salim FD, 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

Salim F; He B; Kawarabayashi KI, 2023, 'Welcome', Communications of the ACM, 66, pp. 36, http://dx.doi.org/10.1145/3598580

Qin KK; Ren Y; Shao W; Lake B; Privitera F; Salim FD, 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

Hettiachchi D; Holcombe-James I; Livingstone S; Silva AD; Lease M; Salim FD; Sanderson M, 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

Duckham M; Gabela J; Kealy A; Kyprianou R; Legg J; Moran B; Rumi SK; Salim FD; Tao Y; Vasardani M, 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

Anderson C; Heinisch JS; Deldari S; Salim F; Ohly S; David K; Pejovic V, 2023, 'Toward Social Role-Based Interruptibility Management', IEEE Pervasive Computing, 22, pp. 59 - 68, http://dx.doi.org/10.1109/MPRV.2022.3229905

Dong B; Liu Y; Mu W; Jiang Z; Pandey P; Hong T; Olesen B; Lawrence T; O’Neil Z; Andrews C; Azar E; Bandurski K; Bardhan R; Bavaresco M; Berger C; Burry J; Carlucci S; Chvatal K; De Simone M; Erba S; Gao N; Graham LT; Grassi C; Jain R; Kumar S; Kjærgaard M; Korsavi S; Langevin J; Li Z; Lipczynska A; Mahdavi A; Malik J; Marschall M; Nagy Z; Neves L; O’Brien W; Pan S; Park JY; Pigliautile I; Piselli C; Pisello AL; Rafsanjani HN; Rupp RF; Salim F; Schiavon S; Schwee J; Sonta A; Touchie M; Wagner A; Walsh S; Wang Z; Webber DM; Yan D; Zangheri P; Zhang J; Zhou X; Zhou X, 2022, 'A Global Building Occupant Behavior Database', Scientific Data, 9, http://dx.doi.org/10.1038/s41597-022-01475-3

Kang Y; Rahaman MS; Ren Y; Sanderson M; White RW; Salim FD, 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

Khaokaew Y; Holcombe-James I; Rahaman MS; Liono J; Trippas JR; Spina D; Bailey P; Belkin NJ; Bennett PN; Ren Y; Sanderson M; Scholer F; White RW; Salim FD, 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

Gao N; Marschall M; Burry J; Watkins S; Salim FD, 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

Bedogni L; Montori F; Salim F, 2022, 'Location Contact Tracing: Penetration, Privacy, Position, and Performance', Digital Government Research and Practice, 3, http://dx.doi.org/10.1145/3532669

Deldari S; Xue H; Saeed A; Smith DV; Salim FD, 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

Gao N; Rahaman MS; Shao W; Ji K; Salim FD, 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

Duckham M; Gabela J; Kealy A; Khan M; Legg J; Moran B; Rumi SK; Salim FD; Sharmeen S; Tao Y; Trentelman K; Vasardani M, 2022, 'Explainable spatiotemporal reasoning for geospatial intelligence applications', Transactions in GIS, 26, pp. 2455 - 2479, http://dx.doi.org/10.1111/tgis.12939

Wang Z; Jiang R; Xue H; Salim FD; Song X; Shibasaki R, 2022, 'Event-Aware Multimodal Mobility Nowcasting', Proceedings of the 36th Aaai Conference on Artificial Intelligence Aaai 2022, 36, pp. 4228 - 4236, http://dx.doi.org/10.1609/aaai.v36i4.20342

Khan MA; Menouar H; Eldeeb A; Abu-Dayya A; Salim FD, 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

Gao N; Xue H; Shao W; Zhao S; Qin KK; Prabowo A; Rahaman MS; Salim FD, 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

Shao W; Prabowo A; Zhao S; Koniusz P; Salim FD, 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

Hamdi A; Shaban K; Erradi A; Mohamed A; Rumi SK; Salim FD, 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

Hamdi A; Salim FD; Kim DY; Neiat AG; Bouguettaya A, 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

Dong B; Liu Y; Fontenot H; Ouf M; Osman M; Chong A; Qin S; Salim F; Xue H; Yan D; Jin Y; Han M; Zhang X; Azar E; Carlucci S, 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

Gao N; Shao W; Rahaman MS; Zhai J; David K; Salim FD, 2021, 'Transfer learning for thermal comfort prediction in multiple cities', Building and Environment, 195, http://dx.doi.org/10.1016/j.buildenv.2021.107725

Bedogni L; Rumi SK; Salim FD, 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

Saeed A; Salim FD; Ozcelebi T; Lukkien J, 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

Chen C; Salim F; Moreira-Matias L; Zhao S, 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

Rahaman MS; Liono J; Ren Y; Chan J; Kudo S; Rawling T; Salim FD, 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

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