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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 151200 of 403 papers

TitleStatusHype
An Isolation-Aware Online Virtual Network Embedding via Deep Reinforcement Learning0
On Proximity and Structural Role-based Embeddings in Networks: Misconceptions, Techniques, and Applications0
Full-Network Embedding in a Multimodal Embedding Pipeline0
Exact Recovery of Community Structures Using DeepWalk and Node2vec0
Fusion of Minutia Cylinder Codes and Minutia Patch Embeddings for Latent Fingerprint Recognition0
GAHNE: Graph-Aggregated Heterogeneous Network Embedding0
GANE: A Generative Adversarial Network Embedding0
Controlled Deep Reinforcement Learning for Optimized Slice Placement0
Large-Scale Network Embedding in Apache Spark0
ANAE: Learning Node Context Representation for Attributed Network Embedding0
Genome Sequence Classification for Animal Diagnostics with Graph Representations and Deep Neural Networks0
COSINE: Compressive Network Embedding on Large-scale Information Networks0
Learning Features of Network Structures Using Graphlets0
Cross Version Defect Prediction with Class Dependency Embeddings0
Collaborative filtering via heterogeneous neural networks0
AspEm: Embedding Learning by Aspects in Heterogeneous Information Networks0
Explainable, Stable, and Scalable Graph Convolutional Networks for Learning Graph Representation0
Grammar-Based Grounded Lexicon Learning0
Unsupervised Graph Embedding via Adaptive Graph Learning0
Graph-Level Embedding for Time-Evolving Graphs0
An Out-of-the-box Full-network Embedding for Convolutional Neural Networks0
EvalNE: A Framework for Evaluating Network Embeddings on Link Prediction0
Equivalence between LINE and Matrix Factorization0
CoarSAS2hvec: Heterogeneous Information Network Embedding with Balanced Network Sampling0
Integrated Node Encoder for Labelled Textual Networks0
EPNE: Evolutionary Pattern Preserving Network Embedding0
Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism0
Heterogeneous Information Network Embedding for Meta Path based Proximity0
Heterogeneous Network Embedding for Deep Semantic Relevance Match in E-commerce Search0
EPINE: Enhanced Proximity Information Network Embedding0
HeteSpaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding0
Hierarchical Graph Neural Networks0
CoANE: Modeling Context Co-occurrence for Attributed Network Embedding0
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
EPARS: Early Prediction of At-risk Students with Online and Offline Learning Behaviors0
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
Clustering Molecular Energy Landscapes by Adaptive Network Embedding0
Identity-sensitive Word Embedding through Heterogeneous Networks0
PSNE: Efficient Spectral Sparsification Algorithms for Scaling Network Embedding0
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
Aligning Users Across Social Networks Using Network Embedding0
Network embedding unveils the hidden interactions in the mammalian virome0
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention0
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