Graphs general

General

• Awesome Network Analysis

General Algorithm

• Depth-First Search and Breadth-First Search in Python by Edward Mann
• Tutorial on Spectral Clustering
  • Spectral clustering of graphs(Notebook) Jean-Gabriel Young
  • Spectral clustering of graphs(Slides) Jean-Gabriel Young
• Mesoscale Structures in Networks (Mason Porter)
• Preferential Attachment Models
• Periodic Table of Network Centrality
• Eigenvalues of graphs by Laszlo Lovasz

Classes

• Netsci Class Gatech
• Complex Networks, Prof. Peter Dodds, Univ Vermont
• Principles of Complex Systems, Prof. Peter Dodds, Univ Vermont
• Introduction to Data Science and Visualization, Prof. James Bagrow
• Networks, Jon Kleinberg, Cornell
• Networks, Harvard
• Structural Analysis and Visualization of Networks, Leonid Zhukov (Labs)
• Network Theory, Mark Newman
• Graphs and Networks, Dan Spielman
• Network Analysis and Modeling, Aaron Clauset
• Social and Information Network Analysis, Stanford
• Networks Economics, MIT
• The Structure of Social Data, Johan Ugander, Stanford
• Social and Information Network Analysis, Jure Leskovec
  • Project Report
  • Mining Massive Datasets by Jure Leskovec, Anand Rajaraman, Jeff Ullman
  • Mining Massive Datasets the book
• Advanced Topics in Network Science, Hiroki Sayama
  • COCO Seminar

Tutorials

Video

• Christos Faloutsos: How to find patterns in large graphs
• The Science of Six Degrees of Separation
• Network Analysis in Python
• Vincent Traag Tutorial on Social Network Analysis

Information diffusion and Graph

• Malicious Behavior on the Web: Characterization and Detection
• Next-generation Algorithms for Networks

Temporal network and network with memories

• Ingo Scholtes Research Insight on Temporal
• Ingo Scholtes: Temporal Network Tutorial (Python)

Vizualization of networks

• Drawing Graph with Gephi
• Network Analysis and Visualization with R and igraph
• Data science of facebook
• OSMnx: Python for street networks

File format

• The General Transit Feed Specification (GTFS)

Tensor Factorization

• Detecting the Community Structure and Activity Patterns of Temporal Networks: A Non-Negative Tensor Factorization Approach
  • Slides
  • Code
  • Example
• Tensor and their applications

Temporal networks

• Analysis of Non-Markovian Temporal Networks

Math

• Giant components and Lambert function
• Definition of a non-backtracking matrix