| Day 1 |
Course Overview and
Introduction to Network Analysis |
- course intro & syllabus |
intro to networks|
intro to networks pdf |
code from class |
Intro to Colab |
highlandPonies.csv |
script1 on Colab |
your turn answers |
defAlly.rda
|
| Day 2 |
Network Centrality |
- network centrality |
script2 on Colab |
| code from class
|
| |
Community Detection |
- community detection |
script3 on Colab |
email data |
resume data
|
| Day 3 |
Causal Inference with Networks |
- causal inference with networks |
|
| |
Spatial Models |
- spatial models |
script4 on Colab |
soydata |
contiguity matrix |
state region data |
Make maps on Colab |
animal data
|
| Days 4--5 |
Models for Binary DVs |
- binary dvs |
script 5 on Colab |
space shuttle data
|
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|
LSGM |
- lsgm |
slides in Rmd |
script 6 on Colab |
ally data |
troop placement example |
script 7 on Colab |
chechen attacks |
village distance matrix |
|
| Days 6--7 |
ERGMs |
- random networks |
script 8 on Colab |
intro to ergms |
script 9 on Colab |
ergm specification |
script 10 on Colab |
legnet |
Gade data |
ergm application |
|
Day 8
Wed Jul 22 |
Netify: Building Network Data and the Map of the Whole Course |
- Teaching deck | Download deck | Walkthrough | Code & data | Netify website
|
Day 9
Thu Jul 23 |
Social Relations Model and Blockmodels |
- Teaching deck | Download deck | Walkthrough | Code & data | Bayesian workflow aside
|
Day 10
Fri Jul 24 |
Latent Geometry: The Distance Model → The Factor Model (AME) |
- Teaching deck | Download deck | Walkthrough | Code & data
|
Day 11
Mon Jul 27 |
Advanced ERGM Specification and Temporal ERGMs |
- Teaching deck | Download deck | Walkthrough | Code & data
|
Day 12
Tue Jul 28 |
Stochastic Actor-Oriented Models (SAOMs) |
- Teaching deck | Download deck | Walkthrough | Code & data
|
Day 13
Wed Jul 29 |
Causal Inference on Networks |
- Teaching deck | Download deck | Walkthrough | Code & data
|
Day 14
Thu Jul 30 |
Which Model, When? The Frontier |
- Teaching deck | Download deck | Walkthrough | Code & data
|
| Extras |
Ancillary Shelf: Optional Deep Dives (TERGM, Relational Events, Random Graphs, Ego-ERGMs, Valued ERGMs, SAOM Extensions) |
- Shelf index | All as ZIP
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