Manifold learning theory and applications

Ma, Yunqian

Manifold learning theory and applications Yunqian Ma, Yun Fu. - London : CRC, 2012. - xxiv, 290 p., [16] p. of plates : ill. (some col.) ; 27 cm.

Includes bibliographical references and index.

Spectral embedding methods for manifold learning / Robust Laplacian eigenmaps using global information / Density preserving maps / Sample complexity in manifold learning / Manifold alignment / Large-scale manifold learning / Metric and heat kernel / Discreet Ricci flow for surface and 3-manifold / 2D and 3D objects morphing using manifold techniques / Learning image manifolds from local features / Human motion analysis applications of manifold learning / Alan Julian Izenman -- Shounak Roychowdhury and Joydeep Ghosh -- Arkadas Ozakin, Nikolaos Vasiloglou II, Alexander Gray -- Hariharan Narayanan -- Chang Wang, Peter Krafft, and Sridhar Mahadevan -- Ameet Talwalkar, Sanjiv Kumar, Mehryar Mohri, Henry Rowley -- Wei Zeng, Jian Sun, Ren Guo, Feng Luo, and Xianfeng Gu -- Xianfeng Gu, Wei Zeng, Feng Luo, and Shing-Tung Yau -- Chafik Samir, Pierre-Antoine Absil, and Paul Van Dooren -- Ahmed Elgammal and Marwan Torki -- Ahmed Elgammal and Chan Su Lee.

9781439871096

2011284970

GBB199704 bnb

015874790 Uk


Manifolds (Mathematics)

QA613 / .M32 2012

516.07 / MA-M
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