Social Network Analysis
On the Bottleneck of Graph Neural Networks and its Practical Implications
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Course SNA
Main Page
Articles
Course Content
Course Projects
Overview
Past Courses
Social Network Analysis
Course SNA
Main Page
Articles
Articles
Entity Linking
GNN
SNA + change point detection
Temporal Graph Networks
Course Content
Course Content
Week 01 course intro
Week 01 course intro
Week 01 course intro
Week 02 Basic Concepts
Week 02 Basic Concepts
Week 02 Basic Concepts
Week 03 network visualisation
Week 03 network visualisation
Week 03 Node centralities
Week 03 network visualisation
Week 04 community detection
Week 04 community detection
Week 04 community detection
Week 05 network models, epidemic models
Week 05 network models, epidemic models
Epidemic models
Network Models
Week 06 unsupervised graph embeddings
Week 06 unsupervised graph embeddings
Lecture
Seminar 05 - Unsupervised Graph Embeddings
Network Embeddings
Untitled
Week 06 Graph Neural Networks (GNN)
Week 07 supervided graph embeddings, DGL
Week 07 supervided graph embeddings, DGL
01 DGL
Seminar 06 - Graph Embeddings
Theory
Week 07 Recommendation systems
Week 08 graph classification
Week 08 graph classification
GNN Problems
Graph Classification Exercise
Graph Classification and Regression Overview
Improving Scalability
Recommender Systems
Week 08 TGN
Papers
Papers
paper
Batch Normalization Accelerating Deep Network Training by Reducing Internal Covariate Shift
paper
ContraNorm A Contrastive Learning Perspective on Oversmoothing and Beyond
paper
paper #sna
Gated Graph Sequence Neural Networks
Graph Contrastive Learning with Kernel Dependence Maximization for Social Recommendation
GraphFormers GNN nested Transformers for Representation Learning on Textual Graph
paper #sna #GraphSage
paper
paper #sna #ladies
On the Bottleneck of Graph Neural Networks and its Practical Implications
paper
Parameter Efficient Fine tuning
Scaling Down to Scale Up A Guide to Parameter Efficient Fine Tuning
SimTeG A Frustratingly Simple Approach Improves Textual Graph Learning
Textual graph
paper
paper #sna
Week 09
Week 09
Week 09 Knowledge graphs
Course Projects
Course Projects
Analysis of Community Structures and User Interactions in the Facebook Social Graph
Analysis of the user's city and university based on the VK groups to which the user is subscribed
Analysis of user preferences in urban communities constructinga graph of relationships
Changepoint detection with Network Analysis methods in Cryptocurrency (Lizunova Ekaterina)
Customer shopping patterns on Amazon
Enhancing Recommendation Systems using Knowledge Graphs and Graph Neural Networks (Kormishenkov Alexander)
Link to GitHub Exploring Startup Success through Social Network Analysis
Interaction of users of the social network X (Twitter) on issues related to Islam
Link to GitHub Points of discourse identification using knowledge graphs in presidential speeches. The case of President Joe Biden’s speeches concerning foreign policy in 2023 (Novitskaya Alina, Melnikov Ivan)
Predicting Stock Prices using GCN and LSTM Networks
Predicting the Popularity of GitHub Repositories
Link to GitHub Predicting the Popularity of Spotify Playlists based on Songs and Artists (Bazhutin Anton, Pakhomov German)
Link to GitHub Predicting users' political views using ego graphs (Arsen Babochiev, Vikenty Bobrov, Alexandra Karmazina)
Link to GitHub Social network graph of non-graphomaniac poet A.Voznesensky (hereinafter AV) (Daria Tyuryakova-Matveeva)
Link to GitHub Study of social norms using social network approach (Afanasyev Kirill)
Link to GitHub The Import structure of Russian Federation after 2022 Network Analysis (Kryuchkov Maxim)
Project Proposals
Overview
Overview
Course Description
Course Graiding
Course Logistics
Course Program
Course Project
SNA Datasets
Intro
Literature
Prerequisites
Examples
Examples
Simulation of partical systems in physycs
Past Courses
Past Courses
2023
2023
Grading table
Lectures Magolego2023
Projects
Projects
Author Based Sentiment Prediction
Crop Yield Analysis with Graph Neural Networks
Entity Linking using Knowledge Graphs
Fraud Detection using Graph Models
Implementing Islands and Main Path Approach in Python
Information Extraction with Graph Neural Networks
Information Retrieval based on Author Reputation
Predict Group's Region with Graph Models
Predict User's University and City using Ego graphs
Predicting Student Grade using Graph Neural Networks
Reccomendation Systems on Graphs
Information Extraction with Graph Neural Networks
Information Extraction with Graph Neural Networks
Information Extraction with Graph Neural Networks
Information Retrieval based on Author Reputation
Information Retrieval based on Author Reputation
Information Retrieval based on Author Reputation
Reccomendation Systems on Graphs
Reccomendation Systems on Graphs
Reccomendation Systems on Graphs
Img
Img
Analysis of Molecular Graphs
Введение
Img
Img
Identifying the main topics and vocabulary nets of toxic comments
LASTFM Users Country Prediction
Social Network Analysis of Policy Communication on Telegram Channels
On the Bottleneck of Graph Neural Networks and its Practical Implications
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arxiv
| ICLR 2021 |
