Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: With the increasing popularity of Location-based Social Networks, a vast amount of location check-ins have been accumulated. Though location prediction in terms of check-ins has been recently studied, the phenomena that users often check in novel locations has not been addressed. To this end, in this paper,  leveraged collaborative filtering techniques for check-in location prediction and proposed a short- and long-term preference model.  extensively evaluated it on two large-scale check-in datasets from Gowalla and Dianping with 6M and 1M check-ins, respectively, and shod that the proposed model can outperform the competing baselines.
['Defu Lian', 'Vincent W. Zheng', 'Xing Xie']
I am writing a research paper on a idea Collaborative filtering meets next check-in location prediction
[{"from": "human", "value": "I am writing a research paper on a idea Collaborative filtering meets next check-in location prediction"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: With the increasing popularity of Location-based Social Networks, a vast amount of location check-ins have been accumulated. Though location prediction in terms of check-ins has been recently studied, the phenomena that users often check in novel locations has not been addressed. To this end, in this paper,  leveraged collaborative filtering techniques for check-in location prediction and proposed a short- and long-term preference model.  extensively evaluated it on two large-scale check-in datasets from Gowalla and Dianping with 6M and 1M check-ins, respectively, and shod that the proposed model can outperform the competing baselines."}]