Concepedia

Innovative approaches to addressing the tradeoff between interpretability and accuracy in ship fuel consumption prediction

Haoqing Wang, Ran Yan, Shuaian Wang, Lu Zhen

Transportation Research Part C Emerging Technologies · 2023 · 67 citations · 43 references

Open access

Concepts

EngineeringMarine EngineeringOcean EngineeringMachine LearningNaval ArchitecturePredictive AnalyticsData InterpretationExplainable Machine LearningShip Model TestingShip Performance PredictionFuel ConsumptionFuel Consumption PredictionFuel ForecastingShip Fuel EfficiencySpecific Fuel Consumption

References

43

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

"Why Should I Trust You?"

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · 2016 · 15.2K citations

Computing, Computer Science, Data Science +11

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

Computing, Computer Science, Data Science +17

Towards A Rigorous Science of Interpretable Machine Learning

Finale Doshi‐Velez, Been Kim · arXiv (Cornell University) · 2017 · 3.2K citations · Full text

Computing, Computer Science, Artificial Intelligence +13

Sparse Approximate Solutions to Linear Systems

B. K. Natarajan · SIAM Journal on Computing · 1995 · 2.8K citations

Computing, Computer Science, Algorithms +15