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Network Analysis Resources & Updates
3.09K subscribers
Network Analysis Resources & Updates
📄Survey of Graph Neural Networks and Applications

📘Journal: Wireless Communications and Mobile Computing (I.F=2.146)

🗓Publish year: 2022

📎 Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #Survey #Applications
👍1
250 views
Network Analysis Resources & Updates
📄Social network analysis in Telecom data

📘Journal: Big Data (I.F=10.835)

🗓Publish year: 2019

📎 Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #Telecom
174 views
Network Analysis Resources & Updates
🎓Social network analysis approaches to study crime

📘Doctoral thesis submitted in fulfillment of the requirements for the degree of Doctor of Philosophy in Mathematics and Computational Sciences

🗓Publish year: 2022

📎 Study

📱Channel: @ComplexNetworkAnalysis
#thesis #crime
178 viewsedited  
Network Analysis Resources & Updates
📄Covert Network Construction, Disruption, and Resilience: A Survey

📘Journal: MATHEMATICS (I.F= 2.592)

🗓Publish year: 2022

📎Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #Covert_Network #Resilience #Survey
182 views
Network Analysis Resources & Updates
📄Social network analysis for social neuroscientists

📘Journal: SOCIAL COGNITIVE AND AFFECTIVE NEUROSCIENCE
(I.F= 4.235)

🗓Publish year: 2020

📎Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #neuroscientists
204 views
Network Analysis Resources & Updates
📄Graph Signal Processing -- Part III: Machine Learning on Graphs, from Graph Topology to Applications

🗓Publish year: 2020

📎 Study the paper

📲Channel: @ComplexNetworkAnalysis
#paper #Signal_Processing #Machine_Learning
180 views
Network Analysis Resources & Updates
📄How to get started with Graph Machine Learning

💥Technical paper

🌐 Study

📲Channel: @ComplexNetworkAnalysis

#paper #Machine_Learning
Medium
How to get started with Graph Machine Learning
Deep learning update: What have I learned about Graph ML in 2 months?
190 views
Network Analysis Resources & Updates
2020_Linking_Network_Characteristics_of_Online_Social_Networks_to.pdf
613.7 KB
📄Linking Network Characteristics of Online Social Networks to Individual Health: A Systematic Review of Literature

📘Journal: Health Communication (I.F= 3.501)

🗓Publish year: 2020

📎Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #Health #review
👍1
176 views
Network Analysis Resources & Updates
🎞 Graph-Powered Machine Learning

💥Free recorded Lecture

💥Many powerful Machine Learning algorithms are based on graphs, e.g., Page Rank (Pregel), Recommendation Engines (collaborative filtering), text summarization, and other NLP tasks. Also, the recent developments with Graph Neural Networks connect the worlds of Graphs and Machine Learning even further.
Considering data pre-processing and feature engineering which are both vital tasks in Machine Learning Pipelines extends this relationship across the entire ecosystem. In this session, we will investigate the entire range of Graphs and Machine Learning with many practical exercises.

📽 Watch

📲Channel: @ComplexNetworkAnalysis

#video #Lecture #Machine_Learning
YouTube
Graph-Powered Machine Learning
Many powerful Machine Learning algorithms are based on graphs, e.g., Page Rank (Pregel), Recommendation Engines (collaborative filtering), text summarization, and other NLP tasks. Also, the recent developments with Graph Neural Networks connect the worlds…
206 views
Network Analysis Resources & Updates
📄Applications of Graph Neural Networks

💥Technical paper

🌐 Study

📲Channel: @ComplexNetworkAnalysis

#paper #Neural_Networks #GNN
Medium
Applications of Graph Neural Networks
Exploring the forays of GNN based techniques into diverse domains
197 views
Network Analysis Resources & Updates
📄Survey on graph embeddings and their applications to machine learning problems on graphs

📘Journal: PeerJ Computer Science (I.F= 2.41)

🗓Publish year: 2021

📎Study paper

📲Channel: @ComplexNetworkAnalysis
#paper #Survey #graph_embedding #Machine_Learning
210 views
Network Analysis Resources & Updates
2018_Opinion leader detection A methodological review.pdf
7.7 MB
📄Opinion leader detection: A methodological review

📘Journal: EXPERT SYSTEMS WITH APPLICATIONS (I.F=8.665)

🗓Publish year: 2018

📎Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #leader #review
183 views
Network Analysis Resources & Updates
📄Survey on Graph Neural Network Acceleration: An Algorithmic Perspective

🗓Publish year: 2022

📎Study paper

📱Channel: @ComplexNetworkAnalysis
#paper #Acceleration #Survey
175 viewsedited  
Network Analysis Resources & Updates
📄Representation Learning on Graphs: Methods and Applications

📘Journal: IEEE Data Engineering Bulletin

🗓Publish year: 2017

📎Study paper

📲Channel: @ComplexNetworkAnalysis
#paper #Representation_Learning
178 views
Network Analysis Resources & Updates
🎞 Graph Search, Shortest Paths, and Data Structures

💥Free recorded course by Tim Roughgarden

💥The primary topics in this part of the specialization are: data structures (heaps, balanced search trees, hash tables, bloom filters), graph primitives (applications of breadth-first and depth-first search, connectivity, shortest paths), and their applications (ranging from deduplication to social network analysis).

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📲Channel: @ComplexNetworkAnalysis

#video #course #Graph
Coursera
Graph Search, Shortest Paths, and Data Structures
Offered by Stanford University. The primary topics in ... Enroll for free.
188 views
Network Analysis Resources & Updates
📘 Graph Representation Learning

💥Free online book by William L. Hamilton


🗓Publish year: 2020

📎 Study the book

📲Channel: @ComplexNetworkAnalysis

#book #Graph
175 views
Network Analysis Resources & Updates
📄Machine learning on Graphs course: Pre-requisites

💥Technical paper

🌐 Study

📲Channel: @ComplexNetworkAnalysis

#paper #Machine_Learning #Graph #TensorFlow
Medium
Machine learning on Graphs course: Pre-requisites
(This is part of a four part course hosted by Octavian.ai this summer)
185 views
Network Analysis Resources & Updates
📄Deep Graph Learning: Foundations, Advances and Applications

📘Conference: 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

🗓Publish year: 2020

📎Study paper

📲Channel: @ComplexNetworkAnalysis
#paper #Graph
190 views
Network Analysis Resources & Updates
📘 Network Science

💥Free online book by Albert-László Barabási

💥The book is the result of a collaboration between a number of individuals, shaping everything, from content (Albert-László Barabási), to visualizations and interactive tools (Gabriele Musella, Mauro Martino, Nicole Samay, Kim Albrecht), simulations and data analysis (Márton Pósfai). The printed version of the book will be published by Cambridge University Press in 2015. In the coming months the website will be expanded with an interactive version of the text, datasets, and slides to teach the material.

📎 Study the book

📲Channel: @ComplexNetworkAnalysis

#online_book
👍1
202 views
Network Analysis Resources & Updates
2019_Survey_on_Opinion_Leader_in_Social_Network_using_Data_Mining.pdf
434.7 KB
📄Survey on Opinion Leader in Social Network using Data Mining

📘Conference: 2019 5th International Conference on Advanced Computing & Communication Systems (ICACCS)

🗓Publish year: 2019

📎Study paper

📲Channel: @ComplexNetworkAnalysis
#paper #Data_Mining
201 views
Network Analysis Resources & Updates
🎞 Machine learning on graphs

💥Free recorded course by Alexander S. Kulikov

💥The course has a couple of components:

▪️Projects - Google Colab documents that guide you through writing python and TensorFlow code to solve problems.

▪️Project solutions - A week after a project is published, the solution will be published. It'll be linked to from the original project so as not to spoil the project for new visitors.

📽 Watch

📲Channel: @ComplexNetworkAnalysis

#video #course #Graph #Machine_learning #code #python
797 views