Statistical analysis of network data

• Announcements (Forum)

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Week 1: network models

• Lecture 1 (File)
• Problems 1 (File)
• Examples of networks (File)
• Solution1 (File)

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Week 2 : network models II+statistics

• Lecture 2 (File)
• Problems 2 (File)
• Solutions 2 (File)

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Week 3: Non-parametric statistics

• Lecture 3 (File)
• By hand calculation (File)
• Problems 3 (File)
• Solutions 3 (File)

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Week 4: stochastic block model and clustering

• Lecture 4 (File)
• Problems 4 (File)
• Solutions 4 (File)

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Week 5: clustering and non-parametric summaries

• Lecture 5 (File)
• Problems 5 (File)
• Solutions 5 (File)

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Week 6: end of clustering

• Lecture 6 (File)
• Problems 6 (File)
• Solutions 6 (File)

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Semester break

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Week 7: Network metrics

• Lecture 7: network metrics (File)
• Problems 7 (File)
• Solutions 7 (File)

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Week 8: ERGMS and Latent Space

• Lecture 8 (File)
• Problems 8 (File)
• Solutions 8 (File)
• Assessed coursework due 21 Nov (File)

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Week 9: Generalizations of block models, sampling, temporal networks

• Lecture 9 (File)
• Problems 9 (File)
• Solutions 9 (File)

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Week 10: Directed networks

• Lecture 10 (File)
• Problems 10 (File)
• Solutions 10 (File)

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Week 11: Hypergraphs

• Lecture 11 (File)
• Problems 11 (File)
• Solutions 11 (File)

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Week 12: link predictions and biclustering

• Lecture 12 (File)
• Problems 12 (File)
• Solutions 12 (File)

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Week 13: Biclustering and extensions to exchangeability

• Lecture 13 (File)
• Problems 13 (File)

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Week 14: Revision Lecture

• Revision Lecture (File)
• Mock exam (File)
• Mock exam solutions (File)

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