| Day 1 |
Course Overview and
Introduction to Network Analysis |
- course intro & syllabus | intro to networks| intro to networks pdf | code from class | your turn answers
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| Day 2 |
Network Centrality |
- network centrality | network centrality pdf | code from class
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Community Detection |
- community detection |community detection pdf |your turn answers | code from class | resume data
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| Day 3 |
Causal Inference with Networks |
- causal inference with networks | causal inference with networks pdf | code from class
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Spatial Models |
- spatial models |spatial models pdf | covid data | contiguity matrix | state region data | animal data | code from class
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| Days 4--5 |
Models for Binary DVs |
- binary dvs | binary dvs pdf | space shuttle data | Michelin data | your turn answers
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LSGM |
- lsgm | slides in Rmd | slides in pdf | troop placement example | chechen attacks | village distance matrix | code from class
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| Days 6--7 |
ERGMs |
- random networks | intro to ergms | intro to ergms pdf | ergm specification | ergm application | code from class | code from class 7/24
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| Day 8 |
Netify |
- intro to netify | intro to netify pdf | intro to netify code | Other Netify Vignettes | netify website
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| Day 9 |
Latent Variable Modeling: Social Relations Model (SRM) |
- SRM PDF | SRM Reading I: Back & Kenny 2010 | SRM Reading II: Minhas et al 2022 | Day 9 Code Part 1 | Day 9 Code Part 2 | Day 9 Data | Day 9 Summary | Aside on Bayesian Modeling |
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| Day 10 |
Latent Variable Modeling: Blockmodels |
- Blockmodels PDF | Blockmodel Readings | Day 10 Code | Day 10 Data |
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| Day 11 |
Latent Variable Modeling: Distance Model |
- Distance Model PDF | Distance Model Readings | Day 10 Code | Day 10 Data | Matrix Decomposition Aside |
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| Day 12 |
Latent Variable Modeling: Factor Model |
- Factor Model PDF | Factor Model Readings | Day 12 Code & Data | Summary of Latent Variable Models | Gade Latent Variable Application Code |
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| Day 13 |
Weighted ERGMs |
- weighted nets | slides in pdf| code from class | your turn answers
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| Day 13 |
Temporal ERGMs |
- tergm | slides in pdf| slides in Rmd| code from class | your turn answers | your turn answers (2nd exercise)
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| Day 14 |
SAOMs |
- SAOMs | slides in pdf| slides in Rmd| your turn answers (1st exercise) | your turn answers (Knecht exercise) | your turn answers (2nd exercise) | your turn answers (3rd exercise)
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