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  1. No Access

    Article

    Spline estimation of functional principal components via manifold conjugate gradient algorithm

    Functional principal component analysis has become the most important dimension reduction technique in functional data analysis. Based on B-spline approximation, functional principal components (FPCs) can be e...

    Shiyuan He, Hanxuan Ye, Kejun He in Statistics and Computing (2022)

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    Chapter and Conference Paper

    Efficient Supervised Hashing via Exploring Local and Inner Data Structure

    Recent years have witnessed the promising capacity of hashing techniques in tackling nearest neighbor search because of the high efficiency in storage and retrieval. Data-independent approaches (e.g., Locality...

    Shiyuan He, Guo Ye, Mengqiu Hu, Yang Yang, Fumin Shen… in Databases Theory and Applications (2017)