Point-of-Interest Preference Model Using an Attention Mechanism in a Convolutional Neural Network. [PDF]
Bioengineering (Basel), 2023 In recent years, there has been a growing interest in developing next point-of-interest (POI) recommendation systems in both industry and academia. However, current POI recommendation strategies suffer from the lack of sufficient mixing of details of the
Kasgari AB +5 more
europepmc +2 more sources
SuperPoint: Self-Supervised Interest Point Detection and Description [PDF]
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2017 This paper presents a self-supervised framework for training interest point detectors and descriptors suitable for a large number of multiple-view geometry problems in computer vision.
Daniel DeTone +2 more
semanticscholar +3 more sources
Point-of-Interest (POI) Data Validation Methods: An Urban Case Study
ISPRS International Journal of Geo-Information, 2021 Point-of-interest (POI) data from map sources are increasingly used in a wide range of applications, including real estate, land use, and transport planning.
Lih Wei Yeow +3 more
doaj +2 more sources
Dynamic Traffic Assignment Model Based on GPS Data and Point of Interest (POI) in Shanghai [PDF]
Sensors, 2021 Dynamic traffic flow, which can facilitate the efficient operation of traffic road networks, is an important prerequisite for the application of reasonable assignment of traffic demands in an urban road network.
Xueying Song +5 more
doaj +2 more sources
P3OI-MELSH: Privacy Protection Target Point of Interest Recommendation Algorithm Based on Multi-Exploring Locality Sensitive Hashing [PDF]
Frontiers in Neurorobotics, 2021 With the rapid development of social network, intelligent terminal and automatic positioning technology, location-based social network (LBSN) service has become an important and valuable application. Point of interest (POI) recommendation is an important
Desheng Liu +5 more
doaj +2 more sources
Joint Geographical and Temporal Modeling Based on Matrix Factorization for Point-of-Interest Recommendation [PDF]
Advances in Information Retrieval42nd European Conference on IR Research, 2020 With the popularity of Location-based Social Networks, Point-of-Interest (POI) recommendation has become an important task, which learns the users’ preferences and mobility patterns to recommend POIs.
Rahmani H +3 more
europepmc +2 more sources
Time Aware Point-of-interest Recommendation [PDF]
Jisuanji kexue, 2021 In location-based social networks (LBSN),users share their location and content related to location information.Point-of-interest (POI) recommendation is an important application in LBSN which recommends locations that might be of interest to users ...
WANG Ying-li, JIANG Cong-cong, FENG Xiao-nian, QIAN Tie-yun
doaj +1 more source
Conflating point of interest (POI) data: A systematic review of matching methods [PDF]
Computers, Environment and Urban Systems, 2023 Point of interest (POI) data provide digital representations of places in the real world, and have been increasingly used to understand human-place interactions, support urban management, and build smart cities.
Kai Sun +4 more
semanticscholar +1 more source
A survey on point-of-interest recommendations leveraging heterogeneous data [PDF]
Information Technology & Tourism, 2023 Tourism is an important application domain for recommender systems. In this domain, recommender systems are for example tasked with providing personalized recommendations for transportation, accommodation, points-of-interest (POIs), etc.
Zehui Wang, W. Hopken, D. Jannach
semanticscholar +1 more source
DisenPOI: Disentangling Sequential and Geographical Influence for Point-of-Interest Recommendation [PDF]
Web Search and Data Mining, 2022 Point-of-Interest (POI) recommendation plays a vital role in various location-aware services. It has been observed that POI recommendation is driven by both sequential and geographical influences.
Yifang Qin +8 more
semanticscholar +1 more source