| 1 |
Feb 13th |
Networks motivation, graph theory vs network science, graphology |
/ |
|
| 2 |
Feb 20th |
Networkology, network representations & data, Erdos-Renyi model |
Recitation on NetworkX library, Pajek format etc. |
Homework #1 out |
| 3 |
Feb 27th |
Configuration model, small-world networks & model, scale-free networks |
Network representations, basic network algorithms |
|
| 4 |
Mar 6th |
Scale-free networks & preferential attachment models, some applications |
Advanced network algorithms, random graph models |
|
| 5 |
Mar 13th |
/ |
/ |
Homework #1 due |
| 6 |
Mar 20th |
Node position & measures of centrality, link analysis algorithms |
Small-world & scale-free models, graphs vs networks |
|
| 7 |
Mar 27th |
Link importance & measures of bridging, perspectives & course projects |
Measures of node centrality, PageRank algorithm |
Homework #2 out |
| 8 |
Apr 3th |
Community structure, community detection & graph partitioning |
Link betweenness, node similarity, errors & attacks |
|
| 9 |
Apr 10th |
Node equivalence & blockmodeling, core-periphery structure |
(coursework consultations) |
|
| 10 |
Apr 17th |
Node mixing in networks, fragments & frequent subgraphs |
Community detection, blockmodeling with block models |
Homework #2 due |
| 11 |
Apr 24th |
/ |
\(k\)-core decomposition, node mixing by (not) degree |
|
| 12 |
May 1st |
Network sampling & comparison, backbones & skeletons |
(coursework consultations) |
|
| 13 |
May 8th |
Node layout & network visualization, network epidemics, some applications |
Graphlet degrees, random-walk sampling, network comparison |
|
| 14 |
May 15th |
Network inference & link prediction, graph machine learning |
Wiring diagram & block models, PageRank & betweenness challenge |
|
| 15 |
May 22nd |
Applications of network analysis, (tentative) invited talks |
Node embeddings & classification, link prediction |
Course project due |
| 16 |
May 29th |
/ |
(Q&A) |
|