Geo topic model: joint modeling of user's activity area and interests for location recommendation

T Kurashima, T Iwata, T Hoshide, N Takaya… - Proceedings of the sixth …, 2013 - dl.acm.org
This paper proposes a method that analyzes the location log data of multiple users to
recommend locations to be visited. The method uses our new topic model, called Geo Topic …

I'm feeling loco: A location based context aware recommendation system

N Saiph Savage, M Baranski, N Elva Chavez… - Advances in Location …, 2012 - Springer
Research in ubiquitous location recommendation systems has focused on automatically
inferring a user's preferences while little attention has been devoted to the recommendation …

Location recommendation based on periodicity of human activities and location categories

SM Rahimi, X Wang - Advances in Knowledge Discovery and Data Mining …, 2013 - Springer
Location recommendation is a popular service for location-based social networks. This
service suggests unvisited sites to the users based on their visiting history and site …

Lcars: a location-content-aware recommender system

H Yin, Y Sun, B Cui, Z Hu, L Chen - Proceedings of the 19th ACM …, 2013 - dl.acm.org
Newly emerging location-based and event-based social network services provide us with a
new platform to understand users' preferences based on their activity history. A user can …

Spatial topic modeling in online social media for location recommendation

B Hu, M Ester - Proceedings of the 7th ACM conference on …, 2013 - dl.acm.org
Mobile networks enable users to post on social media services (eg, Twitter) from anywhere.
The activities of mobile users involve three major entities: user, post, and location. The …

[PDF][PDF] Exploring the context of locations for personalized location recommendations.

X Liu, Y Liu, X Li - IJCAI, 2016 - ijcai.org
Conventional location recommendation models rely on users' visit history, geographical
influence, temporal influence, etc., to infer users' preferences for locations. However …

Mining geographic knowledge using location aware topic model

C Wang, J Wang, X Xie, WY Ma - Proceedings of the 4th ACM workshop …, 2007 - dl.acm.org
Most online activities are associated with geographical locations. For example, people write
personal blogs about interesting places they have ever been to; read news about important …

Learning geographical preferences for point-of-interest recommendation

B Liu, Y Fu, Z Yao, H Xiong - Proceedings of the 19th ACM SIGKDD …, 2013 - dl.acm.org
The problem of point of interest (POI) recommendation is to provide personalized
recommendations of places of interests, such as restaurants, for mobile users. Due to its …

Location recommendation by combining geographical, categorical, and social preferences with location popularity

Y Ma, J Mao, Z Ba, G Li - Information Processing & Management, 2020 - Elsevier
The primary aim of location recommendation is to predict users' future movement by
modeling user preference. Multiple types of information have been adopted in profiling …

A location-sentiment-aware recommender system for both home-town and out-of-town users

H Wang, Y Fu, Q Wang, H Yin, C Du… - Proceedings of the 23rd …, 2017 - dl.acm.org
Spatial item recommendation has become an important means to help people discover
interesting locations, especially when people pay a visit to unfamiliar regions. Some current …