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Manifold learning theory and applications

By: Ma, Yunqian.
Contributor(s): Ma, Yunqian | Fu, Yun.
Material type: materialTypeLabelBookPublisher: London : CRC, 2012Description: xxiv, 290 p., [16] p. of plates : ill. (some col.) ; 27 cm.ISBN: 9781439871096.Subject(s): Manifolds (Mathematics)
Contents:
Spectral embedding methods for manifold learning / Alan Julian Izenman -- Robust Laplacian eigenmaps using global information / Shounak Roychowdhury and Joydeep Ghosh -- Density preserving maps / Arkadas Ozakin, Nikolaos Vasiloglou II, Alexander Gray -- Sample complexity in manifold learning / Hariharan Narayanan -- Manifold alignment / Chang Wang, Peter Krafft, and Sridhar Mahadevan -- Large-scale manifold learning / Ameet Talwalkar, Sanjiv Kumar, Mehryar Mohri, Henry Rowley -- Metric and heat kernel / Wei Zeng, Jian Sun, Ren Guo, Feng Luo, and Xianfeng Gu -- Discreet Ricci flow for surface and 3-manifold / Xianfeng Gu, Wei Zeng, Feng Luo, and Shing-Tung Yau -- 2D and 3D objects morphing using manifold techniques / Chafik Samir, Pierre-Antoine Absil, and Paul Van Dooren -- Learning image manifolds from local features / Ahmed Elgammal and Marwan Torki -- Human motion analysis applications of manifold learning / Ahmed Elgammal and Chan Su Lee.
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Item type Current location Collection Call number Status Date due Barcode Item holds
Books Books IIITD
Reference
Mathematics REF 516.07 MA-M (Browse shelf) Available 004003
Total holds: 0
Browsing IIITD Shelves , Shelving location: Reference , Collection code: Mathematics Close shelf browser
REF 516.02 BER-G Geometry, vol I REF 516.02 BER-G Geometry REF 516.028 ORO-C Computational geometry in C REF 516.07 MA-M Manifold learning theory and applications REF 516.08 BAR-C A course in convexity REF 516.1 CON-S The symmetries of things REF 516.11 BEZ-D Discrete geometry and optimization

Includes bibliographical references and index.

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

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