Publication | Open Access
Machine learning based feature engineering for thermoelectric materials by design
25
Citations
45
References
2024
Year
Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolThermoelectricsThermoelectric Power FactorRandom Forest ModelData ScienceData MiningPattern RecognitionPhysic Aware Machine LearningDecision Tree LearningThermodynamicsStatisticsMaterials ScienceMachine Learning ModelFeature EngineeringPredictive AnalyticsKnowledge DiscoveryComputer ScienceDeep LearningFeature ConstructionMaterials ProjectThermoelectric MaterialClassifier SystemThermal EngineeringElectrical Insulation
We train several machine learning models on a dataset comprised by Materials Project and calculated thermoelectric power factor. We show that a random forest model outperforms more complex approaches for the dataset and allows for interpretability.
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