ML Research Wiki / Benchmarks / Time Series Regression / USNA-Cn2 (short-duration)

USNA-Cn2 (short-duration)

Time Series Regression Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: RMSE

Top Performing Models

Rank Model Paper RMSE Date Code
1 Offshore Macro Meteorological Effective Benchmarks for Optical Turbulence Modeling 0.18 2024-01-07 📦 cdjellen/otbench
2 GBRT Effective Benchmarks for Optical Turbulence Modeling 0.30 2024-01-07 📦 cdjellen/otbench
3 Hybrid Air-Water Temperature Difference Effective Benchmarks for Optical Turbulence Modeling 0.30 2024-01-07 📦 cdjellen/otbench
4 Linear Forecast Effective Benchmarks for Optical Turbulence Modeling 0.36 2024-01-07 📦 cdjellen/otbench
5 RNN Effective Benchmarks for Optical Turbulence Modeling 0.38 2024-01-07 📦 cdjellen/otbench
6 Minute Climatology Effective Benchmarks for Optical Turbulence Modeling 0.45 2024-01-07 📦 cdjellen/otbench
7 Climatology Effective Benchmarks for Optical Turbulence Modeling 0.48 2024-01-07 📦 cdjellen/otbench
8 Persistence Effective Benchmarks for Optical Turbulence Modeling 0.76 2024-01-07 📦 cdjellen/otbench
9 Macro Meteorological Effective Benchmarks for Optical Turbulence Modeling 0.86 2024-01-07 📦 cdjellen/otbench
10 Air-Water Temperature Difference Effective Benchmarks for Optical Turbulence Modeling 0.91 2024-01-07 📦 cdjellen/otbench

All Papers (10)

cdjellen/otbench
cdjellen/otbench

Effective Benchmarks for Optical Turbulence Modeling

2024
Hybrid Air-Water Temperature Difference
cdjellen/otbench
cdjellen/otbench
cdjellen/otbench
cdjellen/otbench
cdjellen/otbench
cdjellen/otbench
cdjellen/otbench

Effective Benchmarks for Optical Turbulence Modeling

2024
Air-Water Temperature Difference
cdjellen/otbench