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NYC Taxi dataset and benchmarks · SOTA2 Research

Research Datasets

NYC Taxi

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Spatio-temporal forecasting

NYC Taxi (test)

4.9MAE

41

Event sequence modeling

NYC Taxi

92.2Accuracy

13

Traffic Demand Prediction

NYC-Taxi 15

14.636RMSE

13

Traffic Demand Prediction

NYC-Taxi 16

8.466RMSE

13

Origin-Destination Flow Prediction

NYC Taxi hourly (test)

1.685MAE

10

Conformal Prediction

NYC Taxi (20 random splits)

90.2Coverage (%)

8

NYC Taxi Green Dec 2016

0.583nRMSE

8

NYC Taxi

11.46Competition Score

7

Anomaly Detection

NYC taxi single Stationary

73.2AUC

6

nyc taxi

0.588Adjusted R-squared

5

OD flow prediction

NYC Taxi (test)

1.103MAE

5

Traffic analysis (Conditional SPD matrix generation)

NYC taxi dataset SPD(10)

5.21Mean Frobenius Distance

2

Popular tasks

Regression Traffic Demand Prediction Anomaly Detection Conformal Prediction Spatio-temporal forecasting

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