Litcius/Paper detail

Sampling-enabled scalable manifold learning unveils the discriminative cluster structure of high-dimensional data

Dehua Peng, Zhipeng Gui, Wenzhang Wei, Fa Li, Jie Gui, Huayi Wu, Jianya Gong

2025Nature Machine Intelligence6 citationsDOI

Topics & Concepts

ScalabilityDiscriminative modelComputer scienceEmbeddingRobustness (evolution)Cluster analysisNonlinear dimensionality reductionAnomaly detectionData miningArtificial intelligenceManifold (fluid mechanics)Dimension (graph theory)Key (lock)Set (abstract data type)Data setCluster (spacecraft)Pattern recognition (psychology)Limit (mathematics)Machine learningVector spaceManifold alignmentFeature vectorData pointConstruct (python library)Dimensionality reductionBoosting (machine learning)Space (punctuation)Clustering high-dimensional dataOutlierTheoretical computer scienceData structureSupport vector machineSynthetic dataBig dataFace and Expression RecognitionNeural Networks and ApplicationsAdvanced Clustering Algorithms Research