1 | Week | Date | Topic | Lecturer | Readings | Due | Notes | |
---|---|---|---|---|---|---|---|---|
2 | 1 | 01/04 | Intoduction and graph mining overview | Instructor | ||||
3 | 2 | 01/09 | Graph mining: Preliminaries | Instructor | spyplot | SVD | ||
4 | 01/11 | Static Graphs: Laws and patterns | Instructor | static | ||||
5 | 3 | 01/16 | Static Graphs: Laws and patterns (cnt'd) | Instructor | static | assignment 1 out | ||
6 | 01/18 | Dynamic Graphs: Laws and patterns | Instructor | dynamic | ||||
7 | 4 | 01/23 | Random walks, PageRank, HITS, Node classification (BP, SSL) | Instructor | RWR, HITS | |||
8 | 01/25 | Similarity and Roles in Networks, SSL & Brainstorming for projects | 2 | BP, SSL, Roles | assignment 1 due on 1/25 | |||
9 | 5 | 01/30 | Clustering & Community Detection | 2 | clustering | |||
10 | 02/01 | Deep learning for graphs | 2 | deep learning | ||||
11 | 6 | 02/06 | Deep learning for graphs | 2 | deep learning | survey due on 2/6 | ||
12 | 02/08 | No class -- work on your proposals | ||||||
13 | 7 | 02/13 | Proposal Presentations | All | proposal+slides due on 2/13 | |||
14 | 02/15 | Graph similarity & alignment | 2 | similarity & align | assignment 2 out | |||
15 | 8 | 02/20 | Graph Summarization | Instructor + 1 | summarization | |||
16 | 02/22 | Graph Summarization | 2 | summarization | assignment 2 due on 02/23 | |||
17 | 02/27 | No class -- Winter Break | ||||||
18 | 03/01 | No class -- Winter Break | ||||||
19 | 9 | 03/06 | Heterogeneous Graphs | 2 | heterogeneous | |||
20 | 03/08 | Kronecker graphs, Belief Propagation, In-class discussion on your projects | Instructor | |||||
21 | 10 | 03/13 | No class -- work on your projects | assignment 3 out | ||||
22 | 03/15 | Work-in-progress | All | midterm report + slides due on 3/15 | ||||
23 | 11 | 03/20 | Anomaly Detection | 2 | anomalies | |||
24 | 03/22 | Anomaly Detection | 2 | anomalies | assignment 3 due on 3/22 | |||
25 | 12 | 03/27 | Higher-order Networks | 2 | higher order | |||
26 | 03/29 | Project Feedback (meetings) | ||||||
27 | 13 | 04/03 | Recommender Systems | 2 | recsys | |||
28 | 04/05 | Streaming Graph Algorithms | 2 | streaming | ||||
29 | 14 | 04/10 | No class -- work on final projects | |||||
30 | 04/12 | Poster Session | All | |||||
31 | 15 | 04/17 | No class | 4/17 @ 11:59pm: final report |