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A Computational Framework for Nonlinear Dimensionality Reduction and Clustering
2009We introduce the Exploration Machine (Exploratory Observation Machine, XOM) as a novel versatile instrument for scientific data analysis and knowledge discovery. XOM systematically inverts structural and functional components of topology-preserving mappings.
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Nonlinear Representation and Dimensionality Reduction
2023Hye Sun Yun +3 more
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Geometry and statistics-preserving manifold embedding for nonlinear dimensionality reduction
Pattern Recognition Letters, 2021Lei Xing
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C2DNDA: A Deep Framework for Nonlinear Dimensionality Reduction
IEEE Transactions on Industrial Electronics, 2021Feiping Nie, Qi Wang, Xuelong Li
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Principal Manifolds and Nonlinear Dimensionality Reduction via Tangent Space Alignment
SIAM Journal of Scientific Computing, 2004Zhenyue Zhang, Hongyuan Zha
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A new quality assessment criterion for nonlinear dimensionality reduction
Neurocomputing, 2011Deyu Meng, Yee Leung
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