Concepedia

Forecasting unconfined compressive strength of calcium sulfoaluminate cement mixtures using ensemble machine learning techniques integrated with shapely-additive explanations

Chathuranga Balasooriya Arachchilage, Guangping Huang, Chengkai Fan, Wei Victor Liu

Construction and Building Materials · 2023 · 18 citations · 67 references

Concepts

ComputingMaterials EngineeringMaterials ScienceBuilding MaterialsForecastingMachine LearningCementitious MaterialsCompressive PropertiesConcrete MaterialsEnsemble ForecastingEnsemble LearningEnsemble MethodsCompressive StrengthCompressive Strength DevelopmentCompressive Strength TestingEnsemble Learning TheoryEnsemble-based PredictionHigh-performance Cementitious MaterialsUnconfined Compressive Strength

References

67

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Regression Shrinkage and Selection via The Lasso: A Retrospective

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2011 · 3.7K citations

Natural Sciences, Biostatistics, Mathematics +15

New cements for the 21st century: The pursuit of an alternative to Portland cement

Caijun Shi, A. Fernández‐Jiménez, A. Palomo · Cement and Concrete Research · 2011 · 1.6K citations

Engineering, Civil Engineering, Geological Engineering +16

Feature Selection: A Data Perspective

Jundong Li, Kewei Cheng, Suhang Wang et al. · arXiv (Cornell University) · 2016 · 776 citations · Full text

Computing, Computer Science, Data Science +14