Concepedia

Improving the experience of machine learning in compressive strength prediction of industrial concrete considering mixing proportions, engineered ratios and atmospheric features

Muhammad Zeshan Akber

Construction and Building Materials · 2024 · 21 citations · 43 references

Concepts

EngineeringCivil EngineeringMaterials EngineeringBuilding MaterialsMachine LearningStatistical LearningConcrete ConstructionConcrete MaterialsConcrete TechnologyCompressive StrengthConcrete Compressive StrengthConcrete Constitutive ModelsConcrete Mix ProportioningConcrete StrengthMachine Learning In Construction

References

43

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

Computing, Computer Science, Data Science +17

Cross-validation pitfalls when selecting and assessing regression and classification models

Damjan Krstajić, Ljubomir Buturović, David E. Leahy et al. · Journal of Cheminformatics · 2014 · 1.1K citations · Full text

Computing, Cloud Computing, Computer Science +15

The Nature Of Statistical Learning Theory~

Vladimir Cherkassky · IEEE Transactions on Neural Networks · 1997 · 919 citations

Natural Sciences, Computer Science, Mathematics +11

Machine learning prediction of mechanical properties of concrete: Critical review

Wassim Ben Chaabene, Majdi Flah, Moncef L. Nehdi · Construction and Building Materials · 2020 · 741 citations

Architecture, Materials Engineering, Materials Science +14