An attention‐based category‐aware GRU model for the next POI recommendation

Yuwen Liu; Aixiang Pei; Fan Wang; Yihong Yang; Xuyun Zhang; Hao Wang; Hongning Dai; Lianyong Qi; Rui Ma

doi:10.1002/int.22412

An attention‐based category‐aware GRU model for the next POI recommendation

Yuwen Liu, Aixiang Pei, Fan Wang, Yihong Yang, Xuyun Zhang, Hao Wang, Hongning Dai, Lianyong Qi^*, Rui Ma

^*Corresponding author for this work

Department of Computer Science

Research output: Contribution to journal › Journal article › peer-review

124 Citations (Scopus)

Original language	English
Pages (from-to)	3174-3189
Number of pages	16
Journal	International Journal of Intelligent Systems
Volume	36
Issue number	7
DOIs	https://doi.org/10.1002/int.22412
Publication status	Published - 25 Jul 2021

User-Defined Keywords

attention
category-aware
embedding
gated recurrent unit
next POI recommendation

Access to Document

10.1002/int.22412

Cite this

@article{ec7461beff7e4323a4b2d545c7dfe63c,

title = "An attention‐based category‐aware GRU model for the next POI recommendation",

keywords = "attention, category-aware, embedding, gated recurrent unit, next POI recommendation",

author = "Yuwen Liu and Aixiang Pei and Fan Wang and Yihong Yang and Xuyun Zhang and Hao Wang and Hongning Dai and Lianyong Qi and Rui Ma",

note = "National Natural Science Foundation of China, Grant/Award Number: 61872219;Natural Science Foundation of Shandong Province, Grant/Award Number:ZR2019MF001; State Key Laboratory of Novel Software Technology, Grant/Award Number: KFKT2020B08;Macao Science and Technology Development Fund under Macao Funding Scheme for Key R&D Projects, Grant/Award Number: 0025/2019/AKP; Open Project of State Key Laboratory for Novel Software Technology, Grant/Award Number: KFKT2020B08;Fundamental Research Funds for the Central Universities, Grant/Award Number: 30919011282",

year = "2021",

month = jul,

day = "25",

doi = "10.1002/int.22412",

language = "English",

volume = "36",

pages = "3174--3189",

journal = "International Journal of Intelligent Systems",

issn = "0884-8173",

publisher = "John Wiley & Sons Ltd.",

number = "7",

}

TY - JOUR

T1 - An attention‐based category‐aware GRU model for the next POI recommendation

AU - Liu, Yuwen

AU - Pei, Aixiang

AU - Wang, Fan

AU - Yang, Yihong

AU - Zhang, Xuyun

AU - Wang, Hao

AU - Dai, Hongning

AU - Qi, Lianyong

AU - Ma, Rui

N1 - National Natural Science Foundation of China, Grant/Award Number: 61872219;Natural Science Foundation of Shandong Province, Grant/Award Number:ZR2019MF001; State Key Laboratory of Novel Software Technology, Grant/Award Number: KFKT2020B08;Macao Science and Technology Development Fund under Macao Funding Scheme for Key R&D Projects, Grant/Award Number: 0025/2019/AKP; Open Project of State Key Laboratory for Novel Software Technology, Grant/Award Number: KFKT2020B08;Fundamental Research Funds for the Central Universities, Grant/Award Number: 30919011282

PY - 2021/7/25

Y1 - 2021/7/25

KW - attention

KW - category-aware

KW - embedding

KW - gated recurrent unit

KW - next POI recommendation

U2 - 10.1002/int.22412

DO - 10.1002/int.22412

M3 - Journal article

SN - 0884-8173

VL - 36

SP - 3174

EP - 3189

JO - International Journal of Intelligent Systems

JF - International Journal of Intelligent Systems

IS - 7

ER -