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Network Embedding

Network Embedding, also known as "Network Representation Learning", is a collective term for techniques for mapping graph nodes to vectors of real numbers in a multidimensional space. To be useful, a good embedding should preserve the structure of the graph. The vectors can then be used as input to various network and graph analysis tasks, such as link prediction

Source: Tutorial on NLP-Inspired Network Embedding

Papers

Showing 351400 of 403 papers

TitleStatusHype
High-order joint embedding for multi-level link prediction0
High Tension Lines: Predicting robustness of high-voltage power-grids to cascading failure using network embedding0
Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank0
HONEM: Learning Embedding for Higher Order Networks0
Hyperbolic Multiplex Network Embedding with Maps of Random Walk0
Hyperbolic Node Embedding for Signed Networks0
Identifying Transition States of Chemical Kinetic Systems using Network Embedding Techniques0
Identity-sensitive Word Embedding through Heterogeneous Networks0
Improved Deep Embeddings for Inferencing with Multi-Layered Networks0
Improved Semantic-Aware Network Embedding with Fine-Grained Word Alignment0
Improving Skip-Gram based Graph Embeddings via Centrality-Weighted Sampling0
Improving Textual Network Embedding with Global Attention via Optimal Transport0
Network embedding unveils the hidden interactions in the mammalian virome0
Independent Asymmetric Embedding for Information Diffusion Prediction on Social Networks0
Inductive Graph Embeddings through Locality Encodings0
Integrated Node Encoder for Labelled Textual Networks0
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention0
IoV Scenario: Implementation of a Bandwidth Aware Algorithm in Wireless Network Communication Mode0
An Isolation-Aware Online Virtual Network Embedding via Deep Reinforcement Learning0
JITuNE: Just-In-Time Hyperparameter Tuning for Network Embedding Algorithms0
Joint Embedding of Meta-Path and Meta-Graph for Heterogeneous Information Networks0
Just Propagate: Unifying Matrix Factorization, Network Embedding, and LightGCN for Link Prediction0
Large-scale Gender/Age Prediction of Tumblr Users0
Large-Scale Network Embedding in Apache Spark0
Large-Scale Privacy-Preserving Network Embedding against Private Link Inference Attacks0
Latent Network Embedding via Adversarial Auto-encoders0
Layer-stacked Attention for Heterogeneous Network Embedding0
Learning a Deep Part-based Representation by Preserving Data Distribution0
Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network0
Learning Depth from Single Images with Deep Neural Network Embedding Focal Length0
Learning Document Embeddings With CNNs0
Learning Embeddings of Directed Networks with Text-Associated Nodes---with Applications in Software Package Dependency Networks0
Learning Large-scale Network Embedding from Representative Subgraph0
MANELA: A Multi-Agent Algorithm for Learning Network Embeddings0
MEGAN: A Generative Adversarial Network for Multi-View Network Embedding0
MetaMIML: Meta Multi-Instance Multi-Label Learning0
Modeling Dynamic Heterogeneous Graph and Node Importance for Future Citation Prediction0
MS-IMAP -- A Multi-Scale Graph Embedding Approach for Interpretable Manifold Learning0
Multi-Aspect Temporal Network Embedding: A Mixture of Hawkes Process View0
Multi-Hot Compact Network Embedding0
Multimodal Deep Network Embedding with Integrated Structure and Attribute Information0
Multi Objective Resource Optimization of Wireless Network Based on Cross Domain Virtual Network Embedding0
Multi-Vector Embedding on Networks with Taxonomies0
Multi-View Dynamic Heterogeneous Information Network Embedding0
Multi-View Network Embedding Via Graph Factorization Clustering and Co-Regularized Multi-View Agreement0
MUSE: Multi-faceted Attention for Signed Network Embedding0
NECA: Network-Embedded Deep Representation Learning for Categorical Data0
NEMR: Network Embedding on Metric of Relation0
NETR-Tree: An Eifficient Framework for Social-Based Time-Aware Spatial Keyword Query0
Network2Vec Learning Node Representation Based on Space Mapping in Networks0
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