Molecular Systems Design & Engineering · 2018 · 20 citations · 16 references
Natural SciencesChemistryMaterials ScienceComputational ChemistryComputational Materials ScienceTheoretical ChemistryChemical Space AnalysisChemical Space ExplorationCrystallographyMolecular Orbital TheoryMolecular StructureStructure DeterminationElectronic Structure AnalysisElectronic Structure DeterminationManifold LearningMetal-organic FrameworksStructure-property Relationship Analysis
We demonstrate the use of non-linear manifold learning methods to map the connectivity and extent of similarity between diverse metal–organic framework (MOF) structures in terms of their surface areas by taking into account both crystallographic and electronic structure information.
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A Global Geometric Framework for Nonlinear Dimensionality Reduction
Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations
The Isomap Algorithm and Topological Stability
Mukund Balasubramanian, Eric L. Schwartz · Science · 2002 · 844 citations