POI-Recommendation

关于兴趣点推荐的一切。 论文大多来自顶刊顶会或其它主流期刊。

欢迎提Issue完善本项目。

论文

SIGIR 2023

• EEDN: Enhanced Encoder-Decoder Network with Local and Global Context Learning for POI Recommendation
• Adaptive Graph Representation Learning for Next POI Recommendation
• Spatio-Temporal Hypergraph Learning for Next POI Recommendation
• Model-Agnostic Decentralized Collaborative Learning for On-Device POI Recommendation
• Fine-Grained Preference-Aware Personalized Federated POI Recommendation with Data Sparsity

WWW 2023

• LINet: A Location and Intention-Aware Neural Network for Hotel Group Recommendation

KDD 2022

• Graph-Flashback Network for Next Location Recommendation

SIGIR 2022

• Hierarchical Multi-Task Graph Recurrent Network for Next POI Recommendation PDF CODE
• Learning Graph-based Disentangled Representations for Next POI Recommendation PDF
• GETNext: Trajectory Flow Map Enhanced Transformer for Next POI Recommendation PDF CODE
• Next Point-of-Interest Recommendation with Auto-Correlation Enhanced Multi-Modal Transformer Network
• Empowering Next POI Recommendation with Multi-Relational Modeling PDF

WSDM 2022

• Translating Human Mobility Forecasting through Natural Language Generation PDF

AAAI 2022

• [workshop] TADSAM:A Time-Aware Dynamic Self-Attention Model for Next Point-of-Interest Recommendation
  PDF

IJCAI 2022

• Modeling Spatio-temporal Neighbourhood for Personalized Point-of-interest Recommendation PDF
• Next Point-of-Interest Recommendation with Inferring Multi-step Future Preferences PDF

其它 2022

• [TOIS] A Systematic Analysis on the Impact of Contextual Information on Point-of-Interest Recommendation
  PDF CODE

• [IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS] Conversation-Based Adaptive Relational Translation Method for Next POI Recommendation With Uncertain Check-Ins
  中科院1区 CART PDF CODE

• [Information Processing & Management] Leveraging Social Influence based on Users Activity Centers for Point-of-Interest Recommendation
  中科院1区 PDF CODE

• [Information Processing & Management]Combining Non-sampling and Self-attention for Sequential Recommendation
  PDF CODE

• Improving Location Recommendation with Urban Knowledge Graph
  PDF

• FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence
  PDF CODE

• Online POI Recommendation: Learning Dynamic Geo-Human Interactions in Streams
  PDF

• [Communications of the ACM] Supporting People with Autism Spectrum Disorders in the Exploration of PoIs—An Inclusive Recommender System
  PDF

• Context-aware POI Recommendation using Neutrosophic Set for Mobile Edge Computing
  PDF

• Research on Personalized Minority Tourist Route Recommendation Algorithm Based on Deep Learning
  PDF

KDD 2021

• Curriculum Meta-Learning for Next POI Recommendation
  基于课程元学习的下一个兴趣点推荐 PDF CODE CODE

SIGIR 2021

• POINTREC: A Test Collection for Narrative-driven Point of Interest Recommendation
  POINTREC：用于叙事驱动兴趣点推荐的一种测试集 PDF CODE

WWW 2021

• STAN: Spatio-Temporal Attention Network for Next Location Recommendation
  STAN：基于时空注意力网络的下一个兴趣点推荐 PDF CODE

• Joint Spatio-Textual Reasoning for Answering Tourism Questions
  回答旅游问题的联合时空文本推理 PDF

• Attentive Sequential Model Based on Graph Neural Network for Next POI Recommendation
  基于图神经网络的注意力序列模型在下一个兴趣点推荐中的应用 PDF CODE

CIKM 2021

• Answering POI-recommendation Questions using Tourism Reviews
  使用旅游者评论回答POI问题 PDF

• SNPR: A Serendipity-Oriented Next POI Recommendation Model
  SNPR：面向偶然性的POI推荐 PDF

• ST-PIL: Spatial-Temporal Periodic Interest Learning for Next Point-of-Interest Recommendation
  ST-PIL：用于POI推荐的时空周期兴趣学习 PDF

• You Are What and Where You Are: Graph Enhanced Attention Network for Explainable POI Recommendation
  图增强注意力神经网络用于可解释POI推荐 PDF CODE

• LightMove: A Lightweight Next-POI Recommendation for Taxicab Rooftop Advertising
  PDF CODE

• SAR-Net: A Scenario-Aware Ranking Network for Personalized Fair Recommendation in Hundreds of Travel Scenarios

AAAI 2021

• PREMERE: Meta-Reweighting via Self-Ensembling for Point-of-Interest Recommendation
  PREMERE：自集成进行元权重重调POI推荐 PDF

• Out-of-Town Recommendation with Travel Intention Modeling
  带有旅游意图建模的POI推荐 PDF CODE

• Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction
  来自时空轨迹的预训练上下文和时间感知位置嵌入用于用户下一位置预测 PDF CODE

IJCAI 2021

• MFNP: A Meta-optimized Model for Few-shot Next POI Recommendation
  一种面向Few-shot元优化模型的下一个兴趣点推荐 PDF

EMNLP 2021

• Point-of-Interest Type Prediction using Text and Images
  PDF CODE

ICDE 2021

• EDGE: Entity-Diffusion Gaussian Ensemble for Interpretable Tweet Geolocation Prediction
  PDF

ICDM

• DynaPosGNN: Dynamic-Positional GNN for Next POI Recommendation
  PDF

DASFAA 2021

• Personalized POI Recommendation: Spatio-Temporal Representation Learning with Social Tie
  个性化兴趣点推荐:具有社会纽带的时空表征学习 PDF CODE

IEEE Big Data 2021

• Mobility-based Individual POI Recommendation to Control the COVID-19 Spread
  PDF

TKDE 2021

• Point-of-Interest Recommendation for Users-Businesses with Uncertain Check-ins
  不确定签到的兴趣点推荐 PDF CODE
• DeepAltTrip: Top-k Alternative Itineraries for Trip Recommendation
  PDF CODE

其它 2021

• Recommending POIs for Tourists by User Behavior Modeling and Pseudo-Rating
  PDF CODE

• Self-supervised Representation Learning for Trip Recommendation
  PDF CODE

• Tag embedding based personalized point of interest recommendation system
  TREC PDF CODE

• Point of interest recommendations based on the anchoring effect in location-based social network services
  基于位置的社交网络服务中锚定效应的兴趣点推荐
  PDF

KDD 2020

• Geography-Aware Sequential Location Recommendation
  地理感知的顺序位置推荐 PDF CODE

SIGIR 2020

• HME: A Hyperbolic Metric Embedding Approach for Next-POI Recommendation
  HME：一种双曲度量嵌入方法用于下一个兴趣点推荐 PDF
• Spatial Object Recommendation with Hints: When Spatial Granularity Matters
  带有提示的空间对象推荐：当空间粒度很重要时 PDF
• Kernel Density Estimation based Factored Relevance Model for Multi-Contextual Point-of-Interest Recommendation
  PDF CODE

WWW 2020

• Next Point-of-Interest Recommendation on Resource-Constrained Mobile Devices
  关于资源受限移动设备的下一个兴趣点推荐 PDF
• A Category-Aware Deep Model for Successive POI Recommendation on Sparse Check-in Data
  基于稀疏签到数据的连续兴趣点推荐的类别感知深度模型 PDF
• Reinforced Negative Sampling over Knowledge Graph for Recommendation

CIKM 2020

• STP-UDGAT: Spatial-Temporal-Preference User Dimensional Graph Attention Network for Next POI Recommendation
  STP-UDGAT：用于下一个兴趣点推荐的时空偏好用户维度图注意网络 PDF
• Learning Graph-Based Geographical Latent Representation for Point-of-Interest Recommendation
  用于兴趣点推荐的基于学习图的地理潜在表示 PDF
• Magellan: A Personalized Travel Recommendation System Using Transaction Data
  Magellan：使用交易数据的个性化旅行推荐系统 PDF

AAAI 2020

• Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation
  下一步去向：为兴趣点推荐的长期和短期用户偏好建模 PDF CODE
• Enhancing Personalized Trip Recommendation with Attractive Routes
  通过有吸引力的路线增强个性化旅行推荐 PDF
• An Attentional Recurrent Neural Network for Personalized Next Location Recommendation
  用于个性化下一个位置推荐的注意循环神经网络 PDF

IJCAI 2020

• Contextualized Point-of-Interest Recommendation
  情境化的兴趣点推荐 PDF CODE
• Discovering Subsequence Patterns for Next POI Recommendation
  发现子序列模式用于下一个兴趣点推荐 PDF
• An Interactive Multi-Task Learning Framework for Next POI Recommendation with Uncertain Check-ins
  用于不确定签到的下一个兴趣点推荐的交互式多任务学习框架 PDF
• Why We Go Where We Go: Profiling User Decisions on Choosing POIs
  我们为什么去哪里：分析用户选择兴趣点的决策 PDF

PAKDD 2020

• Relation Embedding for Personalised Translation-based POI Recommendation

TKDE 2020

• Where to go next: A spatio-temporal gated network for next poi recommendation
  下一步去哪：一种时空门控网络用于下一个兴趣点推荐 PDF

• Point-of-Interest Recommendation with Global and Local Context
  PDF

其它 2020

• [ECIR 20]Joint Geographical and Temporal Modeling based on Matrix Factorization for Point-of-Interest Recommendation
  PDF CODE

• DAN-SNR: A Deep Attentive Network for Social-Aware Next Point-of-Interest Recommendation
  PDF CODE

• VGMF: Visual contents and geographical influence enhanced point-of-interest recommendation in location-based social network
  PDF CODE

• Personalized location recommendation by fusing sentimental and spatial context
  PDF CODE

• Utilizing FastText for Venue Recommendation
  PDF CODE

• [Engineering Applications of Artificial Intelligence] A point-of-interest suggestion algorithm in Multi-source geo-social networks
  中科院2区

• GLR: A graph-based latent representation model for successive POI recommendation
  中科院1区 top

• [IEEE TRANSACTIONS ON CYBERNETICS] A Learning-Based POI Recommendation With�Spatiotemporal Context Awareness
  一种基于学习的时空上下文感知兴趣点推荐方法

2019

KDD

• KGAT: Knowledge Graph Attention Network for Recommendation
  KGAT：知识图谱注意力网络推荐
  PDF CODE

• Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation
  主题增强记忆网络个性化兴趣点推荐
  PDF CODE

ICDE

• Context-aware Attention-based Data Augmentation for POI Recommendation
  PDF

SCC

• A POI-Sensitive Knowledge Graph based Service Recommendation Method
  基于POI感知知识图谱的服务推荐策略

其它

• [AIRS] LGLMF: Local Geographical based Logistic Matrix Factorization Model for POI Recommendation
  PDF CODE

• Geography-Aware Inductive Matrix Completion for Personalized Point of Interest Recommendation in Smart Cities
  PDF CODE

• A Joint Deep Recommendation Framework for Location-Based Social Networks
  PDF CODE

• An Attention-Based Spatiotemporal LSTM Network for Next POI Recommendation
  PDF CODE

• [ECIR19] On Cross-Domain Transfer in Venue Recommendation
  PDF CODE

• Modeling User Contextual Behavior Semantics with Geographical Influence for Point-Of-Interest Recommendation
  HeteGeoRankRec PDF CODE

其它年份

• [2018]GeoMF++: Scalable location recommendation via joint geographical modeling and matrix factorization
  PDF CODE

• [ICDM 2018] Next Point-of-Interest recommendation with Temporal and Multi-level Context Attention
  PDF CODE

• [SIGIR 2018] Contextual Attention Recurrent Architecture for Context-aware Venue Recommendation
  PDF CODE CODE

• [CIKM 2018] Point-of-Interest Recommendation: Exploiting Self-Attentive Autoencoders with Neighbor-Aware Influence
  SAE-NAD PDF CODE

• [RecSys 2018] Translation-based Factorization Machines for Sequential Recommendation
  基于翻译的因子分解机序列推荐

• [KDD 2017] Bridging collaborative filtering and semi-supervised learning: a neural approach for poi recommendation
  PACE PDF CODE

• [Proceedings of the VLDB Endowment 2017] An Experimental Evaluation of Point-of-interest Recommendation in Location-based Social Networks PDF

• [SIGIR 2015] Exploiting geographical, social and categorical correlations for point-of-interest recommendations

• Location recommendation in location-based social networks using user check-in data LFBCA

• [SIGSPATIAL 2014] Lore: Exploiting sequential influence for location recommendations PDF

• Exploiting geographical neighborhood characteristics for location recommendation

• PDF

• Geomf: Joint geographical modeling and matrix factorization for point-of-interest recommendation PDF

• Rank-geofm: A ranking based geographical factorization method for point of interest recommendation

• Geosoca: Exploiting geographical, social and categorical correlations for point-of-interest recommendations PDF

• Point-of-interest recommendations: Learning potential check-ins from friends PDF

• Fused Matrix Factorization with Geographical and Social Influence in Location-based Social Networks

• Personalized geo-social location recommendation a kernel density estimation approach

• [RecSys 2013] Exploring temporal effects for location recommendation on location-based social networks PDF

• [SIGIR 2011] Exploiting Geographical Influence for Collaborative Point-of-Interest Recommendation USG PDF

综述论文

• [2022]Point-of-Interest Recommender Systems based on Location-Based Social Networks: A Survey from an Experimental Perspective
  PDF
• [2022]A Survey on Deep Learning Based Point-Of-Interest (POI) Recommendations
  PDF