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Papers Benchmarks Datasets Tasks

FourSquare dataset and benchmarks · SOTA2 Research

Research Datasets

FourSquare

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Sequential Recommendation

Foursquare

0.032HR@20

28

Sequential Recommendation

Foursquare

25.52NDCG@5

14

Next Location Prediction

FourSquare

17.29Top-1 Accuracy

13

Mobility Prediction

Foursquare-NYC

35.08Weighted Precision

12

POI Recommendation

Foursquare TKY

14Normalized Accumulated Reward

10

POI Recommendation

Foursquare NYC

8.49Normalized Accumulated Reward

10

Trajectory User Link

FourSquare

72.08Accuracy@1

10

Trajectory Generation

FS-TKY (Foursquare) 2014 2016 (test)

0.015Distance Error

9

Time Prediction

FourSquare

309.78MAE

8

Next Visit Prediction

Foursquare Tokyo

35.71H@10

7

Next POI Recommendation

Foursquare Tokyo

40.55Hit Rate@10

7

Next POI prediction

Foursquare SG

10.89Hit Rate@1

6

Next POI prediction

Foursquare NY

8.165Hit@1

6

Social link inference

Foursquare Tokyo

93.54AP

6

Point-of-Interest Recommendation

Foursquare-NYC Cold-start (test)

31.3R@10

5

Popular tasks

Sequential Recommendation POI Recommendation Next POI Prediction Time Prediction Trajectory Generation

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