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。
- 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
- LINet: A Location and Intention-Aware Neural Network for Hotel Group Recommendation
- Graph-Flashback Network for Next Location Recommendation
- 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
- Translating Human Mobility Forecasting through Natural Language Generation PDF
- [workshop] TADSAM:A Time-Aware Dynamic Self-Attention Model for Next Point-of-Interest Recommendation
PDF
- Modeling Spatio-temporal Neighbourhood for Personalized Point-of-interest Recommendation PDF
- Next Point-of-Interest Recommendation with Inferring Multi-step Future Preferences PDF
-
[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
- 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
-
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
-
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
-
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
- 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
- EDGE: Entity-Diffusion Gaussian Ensemble for Interpretable Tweet Geolocation Prediction
PDF
- DynaPosGNN: Dynamic-Positional GNN for Next POI Recommendation
PDF
- 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
- Mobility-based Individual POI Recommendation to Control the COVID-19 Spread
PDF
- 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
-
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
- 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
- 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
- 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
- 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
- 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
- Relation Embedding for Personalised Translation-based POI Recommendation
-
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
-
[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 -
[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
-
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
- Context-aware Attention-based Data Augmentation for POI Recommendation
PDF
- 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
-
[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
-
[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
-
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