Lecture Notes:

(Accessible for IITG users only)


Introduction   L1
Maths of Networks   L2
Review on Graphs   L3
Connectivity   L4
Eigenvector & Katz   L5
Pagerank & HITS   L6
Closeness & Betweenness Centrality   L7
Group of vertices   L8
Community Detection  
Clustering Coefficient  
Signed Networks  
Homophily  
Structure of Networks  
Structure of Networks  
Structure of Networks  
Quiz I (13-Feb)
Random graphs  
RG:small component  
RG:path length  
Mid-semester

Configuration Model  
Conf. Model - Excess degree    
Conf. Model - Giant Comp.  
Conf. Model - Small Comp & Dia
Small Comp.
 
Price and BA Model  
Extension to PA  
Simple Modularity  
Spectral Modularity  

Bisection method  
Louvain Algo  


Infomap, etc.  

Quiz II (17-Apr)
Node Embedding  
GNN  
End-semester
Summer break starts
10-May to 21-July