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Papers Benchmarks Datasets Tasks

Human Activity dataset and benchmarks · SOTA2 Research

Research Datasets

Human Activity

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Irregular Multivariate Time Series Forecasting

Human Activity (test)

0.079MSE

42

Irregularly Sampled Time Series Forecasting

Human Activity

2.47MSE

21

Irregular Time Series Forecasting

Human Activity (ms) 1000 → 3000 horizon

3.96MSE

18

Irregular Time Series Forecasting

Human Activity (ms) 2000 → 2000 horizon

3.11MSE

18

Irregular Time Series Forecasting

Human Activity (ms) 3000 → 1000 horizon

2.46MSE

18

Multivariate Time Series Forecasting

Human Activity

1.8Inference Time (s)

14

Multivariate Time Series Forecasting

Human Activity Event-driven MTS

0.056MSE

14

Multivariate Time Series Forecasting

Human Activity Event-driven MTS

0.136MAE

14

Human Activity

0.041MSE

13

Human Activity

0.91Accuracy

13

Human Activity (test)

0.219MAE

11

Human Activity (test)

96.9Accuracy

6

Per-time-point classification

Human Activity (test)

91.1Accuracy

5

Per-time-point classification

Human Activity

—Primary metric

0

Popular tasks

Multivariate Time-series Forecasting Irregular Time Series Forecasting Classification Per-time-point classification Imputation

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