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Theory and Methods

Efficient Estimation for Random Dot Product Graphs via a One-Step Procedure

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Pages 651-664 | Received 09 Oct 2019, Accepted 21 Jun 2021, Published online: 04 Aug 2021

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Fangzheng Xie. (2024) Entrywise limit theorems for eigenvectors of signal-plus-noise matrix models with weak signals. Bernoulli 30:1.
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Marcelo Fiori, Bernardo Marenco, Federico Larroca, Paola Bermolen & Gonzalo Mateos. (2024) Gradient-Based Spectral Embeddings of Random Dot Product Graphs. IEEE Transactions on Signal and Information Processing over Networks 10, pages 1-16.
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Fangzheng Xie & Dingbo Wu. (2023) An eigenvector-assisted estimation framework for signal-plus-noise matrix models. Biometrika.
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Joshua Agterberg, Zachary Lubberts & Carey E. Priebe. (2022) Entrywise Estimation of Singular Vectors of Low-Rank Matrices With Heteroskedasticity and Dependence. IEEE Transactions on Information Theory 68:7, pages 4618-4650.
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