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International Journal of Geographical Information Science Volume 32, 2018 - Issue 3
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Integrating spatial and temporal contexts into a factorization model for POI recommendation

Ling CaiState Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Beijing, China;College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, ChinaView further author information
,
Jun XuState Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Beijing, ChinaCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0001-6782-4280View further author information
ORCID Icon,
Ju LiuState Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Beijing, China;College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, ChinaView further author information
&
Tao PeiState Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Beijing, China;College of Resources and Environment, University of Chinese Academy of Sciences, Beijing, China;Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, ChinaView further author information
Pages 524-546 | Received 28 Jul 2017, Accepted 31 Oct 2017, Published online: 28 Nov 2017

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Naixia Mou, Qi Jiang, Lingxian Zhang, Jiqiang Niu, Yunhao Zheng, Yanci Wang & Tengfei Yang. (2022) Personalized tourist route recommendation model with a trajectory understanding via neural networks. International Journal of Digital Earth 15:1, pages 1738-1759.
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Xiaoqiang Cheng, Zhongyu Liu, Huayi Wu & Haibo Xiao. (2023) LBS Tag Cloud: A Centralized Tag Cloud for Visualization of Points of Interest in Location-Based Services. ISPRS International Journal of Geo-Information 12:9, pages 360.
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Mehri Davtalab & Ali Asghar Alesheikh. (2021) A multi-criteria point of interest recommendation using the dominance concept. Journal of Ambient Intelligence and Humanized Computing 14:6, pages 6681-6696.
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Junhang Wu, Ruimin Hu, Dengshi Li, Yilin Xiao, Lingfei Ren & Wenyi Hu. (2022) Where Have You Gone: Category-aware Multigraph Embedding for Missing Point-of-Interest Identification. Neural Processing Letters 55:3, pages 3025-3044.
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Jiangmei Chen & Wende Zhang. (2023) TeSP-TMF: A temporal-aware personalized POI recommendation approach based on potential preferences and grey relational analysis. Electronic Commerce Research and Applications 58, pages 101243.
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RuiChang Li, Xiangwu Meng & Yujie Zhang. (2022) Adaptive group‐aware topic model for venue recommendation. Concurrency and Computation: Practice and Experience.
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Abeer Al-Nafjan, Norah Alrashoudi & Hend Alrasheed. (2022) Recommendation System Algorithms on Location-Based Social Networks: Comparative Study. Information 13:4, pages 188.
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Md. Ashraful Islam, Mir Mahathir Mohammad, Sarkar Snigdha Sarathi Das & Mohammed Eunus Ali. (2022) A survey on deep learning based Point-of-Interest (POI) recommendations. Neurocomputing 472, pages 306-325.
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Ling Chen, Yuankai Ying, Dandan Lyu, Shanshan Yu & Gencai Chen. (2021) A multi-task embedding based personalized POI recommendation method. CCF Transactions on Pervasive Computing and Interaction 3:3, pages 253-269.
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Heitor Werneck, Rodrigo Santos, Nícollas Silva, Adriano C.M. Pereira, Fernando Mourão & Leonardo Rocha. (2021) Effective and diverse POI recommendations through complementary diversification models. Expert Systems with Applications 175, pages 114775.
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Chonghuan Xu, Austin Shijun Ding & Kaidi Zhao. (2021) A novel POI recommendation method based on trust relationship and spatial–temporal factors. Electronic Commerce Research and Applications 48, pages 101060.
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Yi-Chung Chen, Hsi-Ho Huang, Sheng-Min Chiu & Chiang Lee. (2021) Joint Promotion Partner Recommendation Systems Using Data from Location-Based Social Networks. ISPRS International Journal of Geo-Information 10:2, pages 57.
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Mehri Davtalab & Ali Asghar Alesheikh. (2020) A POI recommendation approach integrating social spatio-temporal information into probabilistic matrix factorization. Knowledge and Information Systems 63:1, pages 65-85.
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Xuesong Wang, Yizhi Liu, Zhuhua Liao & Yijiang Zhao. 2021. Pattern Recognition. ICPR International Workshops and Challenges. Pattern Recognition. ICPR International Workshops and Challenges 407 421 .
Heitor Werneck, Nícollas Silva, Matheus Carvalho Viana, Fernando Mourão, Adriano C. M. Pereira & Leonardo Rocha. (2020) A Survey on Point-of-Interest Recommendation in Location-based Social Networks. A Survey on Point-of-Interest Recommendation in Location-based Social Networks.
Chunyang Liu, Chao Liu, Haiqiang Xin, Jian Wang, Jiping Liu & Shenghua Xu. (2020) Joint Geosequential Preference and Distance Metric Factorization for Point-of-Interest Recommendation. Mathematical Problems in Engineering 2020, pages 1-14.
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Seyede Masoome Shafiee, Mohammad Reza Moosavi & Mansoor Zolghadri Jahromi. (2020) A Hybrid Scheme for Spatio-Textual Recommender System. A Hybrid Scheme for Spatio-Textual Recommender System.
Wenchao Li, Xin Liu, Chenggang Yan, Guiguang Ding, Yaoqi Sun & Jiyong Zhang. (2020) STS: Spatial–Temporal–Semantic Personalized Location Recommendation. ISPRS International Journal of Geo-Information 9:9, pages 538.
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Jiping Liu, Zhiran Zhang, Chunyang Liu, Agen Qiu & Fuhao Zhang. (2020) Exploiting Two-Dimensional Geographical and Synthetic Social Influences for Location Recommendation. ISPRS International Journal of Geo-Information 9:4, pages 285.
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Dandan Lyu, Ling Chen, Zhenxing Xu & Shanshan Yu. (2019) Weighted multi-information constrained matrix factorization for personalized travel location recommendation based on geo-tagged photos. Applied Intelligence 50:3, pages 924-938.
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Chunyang Liu, Jiping Liu, Shenghua Xu, Jian Wang, Chao Liu, Tianyang Chen & Tao Jiang. (2020) A Spatiotemporal Dilated Convolutional Generative Network for Point-Of-Interest Recommendation. ISPRS International Journal of Geo-Information 9:2, pages 113.
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Mingu KIM, Seungwoo HONG & Il Hong SUH. (2019) Personalized Trip Planning Considering User Preferences and Environmental Variables with Uncertainty. IEICE Transactions on Information and Systems E102.D:11, pages 2195-2204.
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Chunyang Liu, Jiping Liu, Jian Wang, Shenghua Xu, Houzeng Han & Yang Chen. (2019) An Attention-Based Spatiotemporal Gated Recurrent Unit Network for Point-of-Interest Recommendation. ISPRS International Journal of Geo-Information 8:8, pages 355.
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Lu Gao, Yuhua Li, Ruixuan Li, Zhenlong Zhu, Xiwu Gu & Olivier Habimana. (2019) ST-RNet: A Time-aware Point-of-interest Recommendation Method based on Neural Network. ST-RNet: A Time-aware Point-of-interest Recommendation Method based on Neural Network.
Tu Minh Phuong, Do Thi Lien & Nguyen Duy Phuong. (2019) Graph-based context-aware collaborative filtering. Expert Systems with Applications 126, pages 9-19.
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Mehri Davtalab & Ali Asghar Alesheikh. (2019) A Spatial Filtering Model in Recommender Systems using Fuzzy Approach. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 27:03, pages 457-481.
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Mingge Zhang & Zhenyu Yang. (2019) GACOforRec: Session-Based Graph Convolutional Neural Networks Recommendation Model. IEEE Access 7, pages 114077-114085.
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Bagher Rahimpour Cami, Hamid Hassanpour & Hoda Mashayekhi. (2019) User preferences modeling using dirichlet process mixture model for a content-based recommender system. Knowledge-Based Systems 163, pages 644-655.
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Egor Shikov & Klavdiya Bochenina. 2019. Computational Science – ICCS 2019. Computational Science – ICCS 2019 249 262 .
Wai Lam Jonathan Lee, Denis Parra, Jorge Munoz-Gama & Marcos Sepúlveda. (2018) Predicting process behavior meets factorization machines. Expert Systems with Applications 112, pages 87-98.
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Xiaolan Xie, Xun Zhang, Jingying Fu, Dong Jiang, Chongchong Yu & Min Jin. (2018) Location Recommendation of Digital Signage Based on Multi-Source Information Fusion. Sustainability 10:7, pages 2357.
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