$Asymptotics of $\ell_2$ Regularized Network Embeddings$

Asymptotics of $\ell_2$ Regularized Network Embeddings

5 January 2022

Papers citing "Asymptotics of $\ell_2$ Regularized Network Embeddings"

38 / 38 papers shown

Title
Asymptotics of Network Embeddings Learned via Subsampling Andrew J. Davison Morgane Austern 14 9 0 06 Jul 2021
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 229 697 0 10 Oct 2020
Node Embeddings and Exact Low-Rank Representations of Complex Networks Sudhanshu Chanpuriya Cameron Musco Konstantinos Sotiropoulos Charalampos E. Tsourakakis BDL 121 34 0 10 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 168 1,284 0 10 Jun 2020
Limit theorems for out-of-sample extensions of the adjacency and Laplacian spectral embeddings Keith D. Levin Fred Roosta M. Tang Michael W. Mahoney Carey E. Priebe 18 5 0 29 Sep 2019
Revealing Network Structure, Confidentially: Improved Rates for Node-Private Graphon Estimation C. Borgs J. Chayes Adam D. Smith Ilias Zadik FedML 49 46 0 04 Oct 2018
Deep Graph Infomax Petar Velickovic W. Fedus William L. Hamilton Pietro Lio Yoshua Bengio R. Devon Hjelm GNN 102 2,359 0 27 Sep 2018
Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data Victor Veitch Morgane Austern Wenda Zhou David M. Blei Peter Orbanz 19 9 0 27 Jun 2018
On the Convergence of Stochastic Gradient Descent with Adaptive Stepsizes Xiaoyun Li Francesco Orabona 51 294 0 21 May 2018
Network Representation Using Graph Root Distributions Jing Lei 72 31 0 27 Feb 2018
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec J. Qiu Yuxiao Dong Hao Ma Jian Li Kuansan Wang Jie Tang 46 916 0 09 Oct 2017
Representation Learning on Graphs: Methods and Applications William L. Hamilton Rex Ying J. Leskovec GNN 106 1,970 0 17 Sep 2017
A statistical interpretation of spectral embedding: the generalised random dot product graph Patrick Rubin-Delanchy Joshua Cape M. Tang Carey E. Priebe 37 129 0 16 Sep 2017
Statistical inference on random dot product graphs: a survey A. Athreya D. E. Fishkind Keith D. Levin V. Lyzinski Youngser Park Yichen Qin D. Sussman M. Tang Joshua T. Vogelstein Carey E. Priebe 76 248 0 16 Sep 2017
Rates of Convergence of Spectral Methods for Graphon Estimation Jiaming Xu 78 81 0 10 Sep 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 364 15,066 0 07 Jun 2017
Graph Embedding Techniques, Applications, and Performance: A Survey Palash Goyal Emilio Ferrara GNN AI4TS 78 1,723 0 08 May 2017
On the sub-Gaussianity of the Beta and Dirichlet distributions Olivier Marchal Julyan Arbel 18 79 0 28 Apr 2017
Variational Graph Auto-Encoders Thomas Kipf Max Welling GNN BDL SSL CML 90 3,541 0 21 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 411 28,795 0 09 Sep 2016
Limit theorems for eigenvectors of the normalized Laplacian for random graphs M. Tang Carey E. Priebe 28 99 0 28 Jul 2016
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 142 10,800 0 03 Jul 2016
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 165 3,191 0 15 Jun 2016
The Class of Random Graphs Arising from Exchangeable Random Measures Victor Veitch Daniel M. Roy 103 102 0 07 Dec 2015
Oracle inequalities for network models and sparse graphon estimation Olga Klopp Alexandre B. Tsybakov Nicolas Verzelen MODAL'X 168 134 0 15 Jul 2015
Private Graphon Estimation for Sparse Graphs C. Borgs J. Chayes Adam D. Smith 120 87 0 19 Jun 2015
LINE: Large-scale Information Network Embedding Jian Tang Meng Qu Mingzhe Wang Ming Zhang Jun Yan Qiaozhu Mei GNN 102 5,315 0 12 Mar 2015
Rate-optimal graphon estimation Chao Gao Yu Lu Harrison H. Zhou 80 217 0 21 Oct 2014
Generalized Low Rank Models Madeleine Udell Corinne Horn R. Zadeh Stephen P. Boyd 52 345 0 01 Oct 2014
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 204 9,735 0 26 Mar 2014
Consistency of spectral clustering in stochastic block models Jing Lei Alessandro Rinaldo 90 603 0 07 Dec 2013
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 264 33,445 0 16 Oct 2013
Nonparametric graphon estimation P. Wolfe S. Olhede 75 202 0 23 Sep 2013
Stochastic First- and Zeroth-order Methods for Nonconvex Stochastic Programming Saeed Ghadimi Guanghui Lan ODL 54 1,538 0 22 Sep 2013
Matrix estimation by Universal Singular Value Thresholding S. Chatterjee 195 523 0 06 Dec 2012
Nuclear norm penalization and optimal rates for noisy low rank matrix completion V. Koltchinskii Alexandre B. Tsybakov Karim Lounici 110 663 0 29 Nov 2010
Consistency of trace norm minimization Francis R. Bach 183 220 0 15 Oct 2007
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization Benjamin Recht Maryam Fazel P. Parrilo 185 3,758 0 28 Jun 2007

Asymptotics of ℓ2\ell_2ℓ2​ Regularized Network Embeddings

Papers citing "Asymptotics of $\ell_2$ Regularized Network Embeddings"

Asymptotics of $\ell_2$ Regularized Network Embeddings