The Spectral Underpinning of word2vec

The Spectral Underpinning of word2vec

27 February 2020

Ofir Lindenbaum

Erez Peterfreund

Stefan Steinerberger

Papers citing "The Spectral Underpinning of word2vec"

14 / 14 papers shown

Title
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec J. Qiu Yuxiao Dong Hao Ma Jian Li Kuansan Wang Jie Tang 49 916 0 09 Oct 2017
graph2vec: Learning Distributed Representations of Graphs A. Narayanan Mahinthan Chandramohan R. Venkatesan Lihui Chen Yang Liu Shantanu Jaiswal GNN 56 734 0 17 Jul 2017
Kernel Scaling for Manifold Learning and Classification Ofir Lindenbaum Moshe Salhov A. Yeredor Amir Averbuch 17 8 0 04 Jul 2017
Multi-View Kernels for Low-Dimensional Modeling of Seismic Events Ofir Lindenbaum Y. Bregman N. Rabin Amir Averbuch 33 22 0 06 Jun 2017
word2vec Skip-Gram with Negative Sampling is a Weighted Logistic PCA Andrew J. Landgraf J. Bellay 26 20 0 27 May 2017
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 152 10,800 0 03 Jul 2016
LINE: Large-scale Information Network Embedding Jian Tang Meng Qu Mingzhe Wang Ming Zhang Jun Yan Qiaozhu Mei GNN 107 5,315 0 12 Mar 2015
A Latent Variable Model Approach to PMI-based Word Embeddings Sanjeev Arora Yuanzhi Li Yingyu Liang Tengyu Ma Andrej Risteski 20 58 0 12 Feb 2015
Distributed Representations of Sentences and Documents Quoc V. Le Tomas Mikolov FaML 170 9,231 0 16 May 2014
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 213 9,735 0 26 Mar 2014
word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method Yoav Goldberg Omer Levy SSL 46 1,609 0 15 Feb 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 282 33,445 0 16 Oct 2013
Spectral Convergence of the connection Laplacian from random samples A. Singer Hau‐Tieng Wu 61 113 0 07 Jun 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 534 31,406 0 16 Jan 2013