Publication | Open Access
A unified ML framework for solubility prediction across organic solvents
35
Citations
29
References
2023
Year
Solvent ExtractionEngineeringChemical AnalysisMachine Learning ToolComputational ChemistryChemistrySolution (Chemistry)Solubility PredictionSparse DatasetData ScienceManagementMolecular SimulationModeling And SimulationBiophysicsInitial Solubility PredictionPredictive AnalyticsChemometricsPhysical ChemistryModel OptimizationRobust ModelingMolecular PropertyParameter TuningTarget SystemChemical KineticsData Modeling
A generic framework for enhancing an initial solubility prediction with ML, even with simple methods and a modestly sized, sparse dataset. We dissect the setup to show the model “locking on” to the target system as more data are made available.
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