Select Publications

Preprints

Hettiachchi D; Ji K; Kennedy J; McCosker A; Salim FD; Sanderson M; Scholer F; Spina D, 2023, Designing and Evaluating Presentation Strategies for Fact-Checked Content, http://dx.doi.org/10.1145/3583780.3614841

Liu Y; Zhang Z; Qin S; Salim FD; Yepes AJ, 2023, Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRs, http://arxiv.org/abs/2308.09896v1

Deldari S; Spathis D; Malekzadeh M; Kawsar F; Salim F; Mathur A, 2023, CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking, http://dx.doi.org/10.48550/arxiv.2307.16847

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 C; Kim J-S; Kim K-S; Kröger P; Krumm J; Lauer J; Magdy A; Nascimento M; Ravada S; Renz M; Sacharidis D; Shahabi C; Salim F; Sarwat M; Schoemans M; Speckmann B; Tanin E; Teng X; Theodoridis Y; Torp K; Trajcevski G; Kreveld MV; Wenk C; Werner M; Wong R; Wu S; Xu J; Youssef M; Zeinalipour D; Zhang M; Zimányi E, 2023, Towards Mobility Data Science (Vision Paper), http://arxiv.org/abs/2307.05717v4

Qin KK; Rahaman MS; Ren Y; Cheng C-T; Cole I; Salim FD, 2023, A System of Monitoring and Analyzing Human Indoor Mobility and Air Quality, http://dx.doi.org/10.48550/arxiv.2306.11773

Prabowo A; Chen K; Xue H; Sethuvenkatraman S; Salim FD, 2023, Continually learning out-of-distribution spatiotemporal data for robust energy forecasting, http://dx.doi.org/10.1007/978-3-031-43430-3_1

Prabowo A; Xue H; Shao W; Koniusz P; Salim FD, 2023, Message Passing Neural Networks for Traffic Forecasting, http://arxiv.org/abs/2305.05740v1

Prabowo A; Xue H; Shao W; Koniusz P; Salim FD, 2023, Traffic Forecasting on New Roads Using Spatial Contrastive Pre-Training (SCPT), http://dx.doi.org/10.1007/s10618-023-00982-0

Liu J; Deldari S; Xue H; Nguyen V; Salim FD, 2023, Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study, http://dx.doi.org/10.48550/arxiv.2305.00619

Ji K; Spina D; Hettiachchi D; Salim FD; Scholer F, 2023, Examining the Impact of Uncontrolled Variables on Physiological Signals in User Studies for Information Processing Activities, http://dx.doi.org/10.1145/3539618.3591981

Small EA; Sokol K; Manning D; Salim FD; Chan J, 2023, Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual Fairness, http://dx.doi.org/10.1145/3630106.3658989

Kegalle H; Hettiachchi D; Chan J; Salim F; Sanderson M, 2023, Are footpaths encroached by shared e-scooters? Spatio-temporal Analysis of Micro-mobility Services, http://arxiv.org/abs/2304.08721v1

Huang R; Xue H; Pagnucco M; Salim F; Song Y, 2023, Multimodal Trajectory Prediction: A Survey, http://dx.doi.org/10.48550/arxiv.2302.10463

Prabowo A; Shao W; Xue H; Koniusz P; Salim FD, 2023, Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting, http://dx.doi.org/10.1145/3576842.3582362

Qin KK; Ren Y; Shao W; Lake B; Privitera F; Salim FD, 2023, Multiple-level Point Embedding for Solving Human Trajectory Imputation with Prediction, http://arxiv.org/abs/2301.04482v2

Cao Y; Zhu Y; Ting KM; Salim FD; Li HX; Yang L; Li G, 2022, Detecting Change Intervals with Isolation Distributional Kernel, http://dx.doi.org/10.48550/arxiv.2212.14630

Abushaqra FM; Xue H; Ren Y; Salim FD, 2022, SeqLink: A Robust Neural-ODE Architecture for Modelling Partially Observed Time Series, http://arxiv.org/abs/2212.03560v3

Liu Y; Qin S; Yepes AJ; Shao W; Zhang Z; Salim FD, 2022, Integrated Convolutional and Recurrent Neural Networks for Health Risk Prediction using Patient Journey Data with Many Missing Values, http://dx.doi.org/10.48550/arxiv.2211.06045

Rajapaksha D; Sokol K; Chan J; Salim F; Prasad M; Samarawickrama M, 2022, Analysing Donors' Behaviour in Non-profit Organisations for Disaster Resilience: The 2019--2020 Australian Bushfires Case Study, http://arxiv.org/abs/2210.09034v1

Xue H; Salim FD, 2022, PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting, http://arxiv.org/abs/2210.08964v5

Xue H; Voutharoja BP; Salim FD, 2022, Leveraging Language Foundation Models for Human Mobility Forecasting, http://arxiv.org/abs/2209.05479v2

Khaokaew Y; Holcombe-James I; Rahaman MS; Liono J; Trippas JR; Spina D; Belkin N; Bailey P; 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, http://arxiv.org/abs/2208.03443v1

Deldari S; Xue H; Saeed A; Smith DV; Salim FD, 2022, COCOA: Cross Modality Contrastive Learning for Sensor Data, http://dx.doi.org/10.1145/3550316

Liu Y; Zhang Z; Yepes AJ; Salim FD, 2022, Modeling Long-term Dependencies and Short-term Correlations in Patient Journey Data with Temporal Attention Networks for Health Prediction, http://dx.doi.org/10.1145/3535508.3545535

Small E; Shao W; Zhang Z; Liu P; Chan J; Sokol K; Salim F, 2022, How Robust is your Fair Model? Exploring the Robustness of Diverse Fairness Strategies, http://arxiv.org/abs/2207.04581v4

Heinisch JS; Gao N; Anderson C; Deldari S; David K; Salim F, 2022, Investigating the Effects of Mood & Usage Behaviour on Notification Response Time, http://arxiv.org/abs/2207.03405v1

Deldari S; Xue H; Saeed A; He J; Smith DV; Salim FD, 2022, Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data, http://arxiv.org/abs/2206.02353v2

Shao W; Jin Z; Wang S; Kang Y; Xiao X; Menouar H; Zhang Z; Zhang J; Salim F, 2022, Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention, http://dx.doi.org/10.24963/ijcai.2022/309

Sokol K; Kull M; Chan J; Salim F, 2022, Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model Multiplicity, http://dx.doi.org/10.1145/3677173

Zhao S; Shao W; Chan J; Salim FD, 2022, Measuring disentangled generative spatio-temporal representation, http://dx.doi.org/10.48550/arxiv.2202.04821

Gao N; Rahaman MS; Shao W; Ji K; Salim FD, 2021, Individual and Group-wise Classroom Seating Experience: Effects on Student Engagement in Different Courses, http://dx.doi.org/10.1145/3550335

Wang Z; Jiang R; Xue H; Salim FD; Song X; Shibasaki R, 2021, Event-Aware Multimodal Mobility Nowcasting, http://arxiv.org/abs/2112.08443v1

Xue H; Salim FD; Ren Y; Clarke CLA, 2021, Translating Human Mobility Forecasting through Natural Language Generation, http://arxiv.org/abs/2112.11481v1

Hamdi A; Salim F; Kim DY, 2021, GCCN: Global Context Convolutional Network, http://arxiv.org/abs/2110.11664v1

Hamdi A; Salim F; Kim DY; Chang X, 2021, Signature-Graph Networks, http://arxiv.org/abs/2110.11551v1

Abushaqra FM; Xue H; Ren Y; Salim FD, 2021, PIETS: Parallelised Irregularity Encoders for Forecasting with Heterogeneous Time-Series, http://arxiv.org/abs/2110.00071v2

Xue H; Salim FD; Ren Y; Oliver N, 2021, MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction, http://arxiv.org/abs/2110.01401v1

Khaokaew Y; Rahaman MS; White RW; Salim FD, 2021, CoSEM: Contextual and Semantic Embedding for App Usage Prediction, http://dx.doi.org/10.48550/arxiv.2108.11561

Song H; Qin AK; Salim FD, 2021, Evolutionary Ensemble Learning for Multivariate Time Series Prediction, http://arxiv.org/abs/2108.09659v1

Gao N; Rahaman MS; Shao W; Salim FD, 2021, Investigating the Reliability of Self-report Data in the Wild: The Quest for Ground Truth, http://arxiv.org/abs/2107.00389v2

Rahaman MS; Shao W; Salim FD; Turky A; Song A; Chan J; Jiang J; Bradbrook D, 2021, MoParkeR : Multi-objective Parking Recommendation, http://dx.doi.org/10.48550/arxiv.2106.07384

Anderson C; Heinisch JS; Deldari S; Salim FD; Ohly S; David K; Pejovic V, 2021, Towards Social Role-Based Interruptibility Management, http://dx.doi.org/10.1109/MPRV.2022.3229905

Shao W; Prabowo A; Zhao S; Koniusz P; Salim FD, 2021, Predicting Flight Delay with Spatio-Temporal Trajectory Convolutional Network and Airport Situational Awareness Map, http://dx.doi.org/10.1016/j.neucom.2021.04.136

Xue H; Salim FD, 2021, Exploring Self-Supervised Representation Ensembles for COVID-19 Cough Classification, http://dx.doi.org/10.1145/3447548.3467263

Gao N; Marschall M; Burry J; Watkins S; Salim FD, 2021, Understanding occupants' behaviour, engagement, emotion, and comfort indoors with heterogeneous sensors and wearables, http://arxiv.org/abs/2105.06637v3

Hamdi A; Shaban K; Erradi A; Mohamed A; Rumi SK; Salim F, 2021, Spatiotemporal Data Mining: A Survey on Challenges and Open Problems, http://arxiv.org/abs/2103.17128v1

Hamdi A; Salim FD; Kim DY; Neiat AG; Bouguettaya A, 2021, Drone-as-a-Service Composition Under Uncertainty, http://arxiv.org/abs/2103.06513v1

Deldari S; Smith DV; Xue H; Salim FD, 2020, Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding, http://dx.doi.org/10.1145/3442381.3449903

Xue H; Salim FD, 2020, TERMCast: Temporal Relation Modeling for Effective Urban Flow Forecasting, http://dx.doi.org/10.1007/978-3-030-75762-5_58

Bedogni L; Rumi SK; Salim F, 2020, Modelling Memory for Individual Re-identification in Decentralised Mobile Contact Tracing Applications, http://arxiv.org/abs/2010.05514v2


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