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STA-TCN: Spatial-temporal Attention over Temporal Convolutional Network for Next Point-of-interest Recommendation

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/aaai.12057openalex-snapshot
Building effective recommender systems for tourists
inferredcites →https://doi.org/10.1007/s11280-018-0596-8openalex-snapshot
Time-aware metric embedding with asymmetric projection for successive POI recommendation
inferredcites →https://doi.org/10.1007/s40558-021-00214-5openalex-snapshot
Popularity, novelty and relevance in point of interest recommendation: an experimental analysis
inferredcites →https://doi.org/10.1016/j.neucom.2018.07.041openalex-snapshot
STSCR: Exploring spatial-temporal sequential influence and social information for location recommendation
inferredcites →https://doi.org/10.1109/icdm.2018.00035openalex-snapshot
Self-Attentive Sequential Recommendation
inferredcites →https://doi.org/10.1109/icdm.2018.00144openalex-snapshot
Next Point-of-Interest Recommendation with Temporal and Multi-level Context Attention
inferredcites →https://doi.org/10.1109/mc.2009.263openalex-snapshot
Matrix Factorization Techniques for Recommender Systems
inferredcites →https://doi.org/10.1109/tsc.2019.2918310openalex-snapshot
An Attention-Based Spatiotemporal LSTM Network for Next POI Recommendation
inferredcites →https://doi.org/10.1145/1772690.1772773openalex-snapshot
Factorizing personalized Markov chains for next-basket recommendation
inferredcites →https://doi.org/10.1145/2736277.2741077openalex-snapshot
Who, What, When, and Where
inferredcites →https://doi.org/10.1145/2766462.2767794openalex-snapshot
Context-aware Point-of-Interest Recommendation Using Tensor Factorization with Social Regularization
inferredcites →https://doi.org/10.1145/3132847.3133056openalex-snapshot
SERM
inferredcites →https://doi.org/10.1145/3178876.3186058openalex-snapshot
DeepMove
inferredcites →https://doi.org/10.1145/3209978.3210042openalex-snapshot
A Contextual Attention Recurrent Architecture for Context-Aware Venue Recommendation
inferredcites →https://doi.org/10.1145/3295499openalex-snapshot
Spatiotemporal Representation Learning for Translation-Based POI Recommendation
inferredcites →https://doi.org/10.1145/3340531.3411876openalex-snapshot
STP-UDGAT: Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation
inferredcites →https://doi.org/10.1145/3354187openalex-snapshot
Next and Next New POI Recommendation via Latent Behavior Pattern Inference
inferredcites →https://doi.org/10.1145/3366423.3380202openalex-snapshot
A Category-Aware Deep Model for Successive POI Recommendation on Sparse Check-in Data
inferredcites →https://doi.org/10.1145/3394486.3403252openalex-snapshot
Geography-Aware Sequential Location Recommendation
inferredcites →https://doi.org/10.1145/3437963.3441797openalex-snapshot
Origin-Aware Next Destination Recommendation with Personalized Preference Attention
inferredcites →https://doi.org/10.1145/3442381.3449998openalex-snapshot
STAN: Spatio-Temporal Attention Network for Next Location Recommendation
inferredcites →https://doi.org/10.1145/3508478openalex-snapshot
A Systematic Analysis on the Impact of Contextual Information on Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1145/3510409openalex-snapshot
Point-of-Interest Recommender Systems Based on Location-Based Social Networks: A Survey from an Experimental Perspective
inferredcites →https://doi.org/10.1145/582415.582418openalex-snapshot
Cumulated gain-based evaluation of IR techniques
inferredcites →https://doi.org/10.1609/aaai.v29i1.9165openalex-snapshot
A Personalized Interest-Forgetting Markov Model for Recommendations
inferredcites →https://doi.org/10.1609/aaai.v30i1.9971openalex-snapshot
Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts
inferredcites →https://doi.org/10.1609/aaai.v33i01.33015877openalex-snapshot
Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation
inferredcites →https://doi.org/10.1609/aaai.v34i01.5353openalex-snapshot
Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
inferredcites →https://doi.org/10.1609/aaai.v35i5.16548openalex-snapshot
Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction
inferredcites →https://doi.org/10.24963/ijcai.2018/324openalex-snapshot
HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction
inferredcites →https://doi.org/10.24963/ijcai.2020/302openalex-snapshot
Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States!
inferredcites →https://doi.org/10.24963/ijcai.2020/445openalex-snapshot
Discovering Subsequence Patterns for Next POI Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2020/491openalex-snapshot
An Interactive Multi-Task Learning Framework for Next POI Recommendation with Uncertain Check-ins
inferredcites →https://doi.org/10.4230/lipics.itp.2023.19openalex-snapshot
Exploiting Generative AI to Scale up Intelligent Tutoring Systems
inferredcites →https://doi.org/10.48550/arxiv.1803.01271openalex-snapshot
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
inferredcites →https://doi.org/10.48550/arxiv.2001.10379openalex-snapshot
SANST: A Self-Attentive Network for Next Point-of-Interest Recommendation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-95-4155-3_17openalex-snapshot
Modeling Personalized Short-Term and Periodic Long-Term Preferences for Enhanced Next POI Recommendation
inferred← citeshttps://doi.org/10.1007/s10791-026-10544-9openalex-snapshot
A scalable hybrid recommendation framework for e-commerce using distributed big data processing
inferred← citeshttps://doi.org/10.1007/s11227-025-07751-4openalex-snapshot
Optimizing renewable energy forecasting: a hybrid approach integrating MSADBO, BiGRU, and TCN for PV/wind power generation prediction
inferred← citeshttps://doi.org/10.1007/s44336-025-00012-1openalex-snapshot
MultiPerG: Multiple Periodic Geography convolution for next POI recommendation
inferred← citeshttps://doi.org/10.1007/s44443-025-00178-0openalex-snapshot
I-AIR: intention-aware travel itinerary recommendation via multi-signal fusion and spatiotemporal constraints
inferred← citeshttps://doi.org/10.1016/j.asoc.2023.111200openalex-snapshot
A survey on personalized itinerary recommendation: From optimisation to deep learning
inferred← citeshttps://doi.org/10.1016/j.chaos.2025.117230openalex-snapshot
Fast-TrafficNet: A hybrid model for efficient prediction of nonlinear traffic flow with sparse data
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125217openalex-snapshot
HyGate-GCN: Hybrid-Gate-Based Graph Convolutional Networks with dynamical ratings estimation for personalized POI recommendation
inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133539openalex-snapshot
HyBERT-Next: A hierarchical framework integrating hypergraph convolution and transformer for multi-level next POI recommendation
inferred← citeshttps://doi.org/10.1109/cai59869.2024.00277openalex-snapshot
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2025.3567512openalex-snapshot
Joint Modeling of Multimodal Information Based on Dynamic and Static Knowledge Graphs for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2025.3602413openalex-snapshot
Next Point of Interest Recommendation Based on Graph Structure and Sequential Pattern
inferred← citeshttps://doi.org/10.1109/tcss.2025.3623134openalex-snapshot
Personalized Short-Term and Periodic Long-Term Preferences Modeling With Contrastive Learning for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2024.3487549openalex-snapshot
Predicting Individual Irregular Mobility via Web Search-Driven Bipartite Graph Neural Networks
inferred← citeshttps://doi.org/10.1109/tkde.2025.3551292openalex-snapshot
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security
inferred← citeshttps://doi.org/10.1109/wi-iat62293.2024.00012openalex-snapshot
Estimation of POI Characteristics Based on Visitor Mobility Behavior
inferred← citeshttps://doi.org/10.1609/aaai.v39i12.33368openalex-snapshot
Integrating Personalized Spatio-Temporal Clustering for Next POI Recommendation
inferred← citeshttps://doi.org/10.3390/electronics14071387openalex-snapshot
A Graph-Enhanced Dual-Granularity Self-Attention Model for Next POI Recommendation
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