Publication | Open Access
Can machine learning identify the next high-temperature superconductor? Examining extrapolation performance for materials discovery
242
Citations
29
References
2018
Year
Superconducting MaterialEngineeringMachine LearningMachine Learning ToolData ScienceData MiningSuperconductivityHigh Tc SuperconductorsSuperconducting DevicesModel PerformanceExtrapolation PerformanceHigh-tc SuperconductivityPhysicsMachine Learning ModelPredictive AnalyticsKnowledge DiscoveryMaterials DiscoveryComputer ScienceNext High-temperature SuperconductorHigh-temperature SuperconductivityCondensed Matter PhysicsApplied PhysicsAutomated Machine LearningTraditional Machine LearningTheoretical Prediction
Traditional machine learning (ML) metrics overestimate model performance for materials discovery.
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