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)
• Solutions sheet 1 (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: Homomorphism densities and degrees

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

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Week 4: non-parametrics continued, stochastic block model and clustering

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

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Week 5: clustering & spectral clustering

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

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Week 6: SBM, ERGEMS and RDPG

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

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Break

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Week 7: Network metrics & more complex models with non-unitary edges

• Lecture 7 (File)
• Problems 7 (File)
• Solutions 7 (File)

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Week 8: Multiplex and temporal networks

• Lecture 8 (File)
• Problems 8 (File)
• Solutions 8 (File)

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Week 9: Biclustering

• Lecture 9 (File)
• problems 9 (File)
• solutions 9 (File)

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Week 10: Hypergraphs

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

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Week 11: Some revision, link prediction and scoring

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

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Week 12: Link prediction continued & percolation

• Lecture 12 (File)
• Mock exam (File)
• Mock exam solutions (File)

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Week 13: Percolation and Advanced topics

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

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Week 14: Revision Lecture

• Revision Lecture (File)

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