COMP 621U
Student Projects

  1. For the final project, students can form groups of 1 to 3
  2. Each group must choose a topic by March 22, 2011, and submit a 1-2 page proposal by that date.  Proposals are to cover: topic, dataset, suggested approach and related works, and evaluation metrics.
  3. Topics: a) a subtask of ACM KDDCUP 2011, b) a social network mining topic based on reasonably large benchmark social network data


Team Name

Students

Topic

Proposal

References and Notes

Group 1

Christoffer Hirsimaa and Cédric Waldburger

Spatial/Temporal Social Activity Mining

Mining the social network data, to map activity to time and geo-locations for patterns

ASmallWorld Social Net

Group 2

Erheng ZHONG and Si Shen

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 3

KELLARIS, Georgios  and Nikos Armenatzoglou

Social Media, Collaborative Filtering

Enhancing Movie Recommendations w/ Twitter: Proposal

The Netflix Prize, or some other movie recommendation data

Group 4

Michael M. LI, Jiangchuan ZHENG

Network Sampling

Sampling from Large Social Networks

Group 5

Guan WANG, Chris Fung and Bo ZHANG

Network Influence Analysis

Proposal

see proposal

Group 6

Peng Peng, Zhou Zhao

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 7

Ning CHEN and Wenmao GONG

Collaborative Filtering

KDDCUP 2011, Task 1 and/or Task 2 posted in lecture. Metrics: Accuracies of the rating score predictions and the rated item predictions on the provided test set

[1] Koren. Matrix Factorization Techniques for Recommender Systems. (IEEE Computer 2009)

[2] Koren. Collaborative Filtering with Temporal Dynamics (KDD 2009)

[3] Steck. Training and Testing of Recommender Systems on Data Missing Not at Random (KDD 2010)

[4] Hu. Collaborative Filtering for Implicit Feedback Datasets (ICDM 2008)

Group 8

Hao Hu, Hua Liu and Lu Wang

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 9

Xiang GAO

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 10

Wan, Pengfei, Pang, Chao and Sun, Wenxiu

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 11

Yuanfeng SONG, Jan VOSECKY

Sentiment Analysis on Twitter

Twitter: Proposal


Group 12

Tengfei LIU, Shaoming HUANG, and Don LIN.

Collaborative Filtering

KDDCUP: Proposal

ACM KDDCUP

Group 13

Nan CAO, Conglei SHI and Lisa YE

Visualization of Social Media

Proposal

See proposal

Group 14

Wei Wang, Wei Bi

Collaborative Filtering

Netflix: Proposal

See proposal