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High Dimensional Correspondences from Low Dimensional Manifolds – An Empirical Comparison of Graph-based Dimensionality Reduction Algorithms

机译：低维流形的高维对应 - 基于图的降维算法的实证比较

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Ribana Roscher; Falko Schindler;
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年度 2015
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1. Conceptual and empirical comparison of dimensionality reduction algorithms (PCA, KPCA, LDA, MDS, SVD, LLE, ISOMAP, LE, ICA, t-SNE) [J] . Farzana Anowar, Samira Sadaoui, Bassant Selim Computer science review . 2021,第May期

机译：维度减少算法的概念和经验比较（PCA，KPCA，LDA，MDS，SVD，LLE，ISOMAP，LE，ICA，T-SNE）
2. An empirical analysis of graph-based linear dimensionality reduction techniques [J] . Al-Omairi Lamyaa J., Abawajy Jemal, Chowdhury Morshed U., Concurrency and computation: practice and experience . 2021,第5期

机译：基于图形的线性维度减少技术的实证分析
3. A novel supervised dimensionality reduction algorithm: Graph-based Fisher analysis [J] . Cui Y., Fan L. Pattern Recognition: The Journal of the Pattern Recognition Society . 2012,第4期

机译：一种新颖的监督降维算法：基于图的Fisher分析
4. High Dimensional Correspondences from Low Dimensional Manifolds -An Empirical Comparison of Graph-Based Dimensionality Reduction Algorithms [C] . Ribana Roscher, Falko Schindler, Wolfgang Forstner International workshop on video event categorization, tagging and retrieval;ACCV 2010;Workshop on gaze sensing and interactions;International workshop on visual surveillance;Workshop on computational photography and aesthetics;VECTaR;Workshop on e-Heritage;Workshop on application of computer vision for mixed and augmented reality;International workshop on subspace methods;Workshop on computer vision in vehicle technology: from earth to mars . 2011

机译：来自低维流形的高维对应-基于图的降维算法的经验比较
5. Gaussian Process Modeling and Supervised Dimensionality Reduction Algorithms via Stiefel Manifold Learning [D] . Palaci-Olgun, Marc. 2018

机译：通过Stieafel流形学习的高斯工艺建模和监督维度减少算法
6. A comprehensive empirical comparison of hubness reduction in high-dimensional spaces [O] . Roman Feldbauer, Arthur Flexer -1

机译：高维空间中中心度减少的综合经验比较
7. An Empirical Comparison of Graph-based Dimensionality Reduction Algorithms on Facial Expression Recognition Tasks [O] . He Li, Buenaposada Biencinto José Miguel, Baumela Molina Luis 2008

机译：基于图的降维算法在面部表情识别任务上的经验比较

High Dimensional Correspondences from Low Dimensional Manifolds – An Empirical Comparison of Graph-based Dimensionality Reduction Algorithms

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