Understanding Sparsity:
Stable Signal Recovery fromIncomplete and Inaccurate Measurements (Emmanuel Candes, Justin Romberg, and Terence Tao)
Numerical Solution:
Regularization Paths and Coordinate Descent (Trevor Hastie)
K-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representatio (Michal Aharon)
Four Applications:
Face recognition: Robust Face Recognition via Sparse Representation (Yima)
Image classification: Linear spatial pyramid matching using sparse coding for image classification (Jianchao Yang)
Image denoising: Image Denoising Via Sparse and RedundantRepresentations Over Learned Dictionaries (Michal Aharon)
recommendation system: Low-rank modeling (Emmanuel Candes)
Thanks,
Xudong
PS:
1. 这方面还没有相关的研究经验,很多东西可能只知道皮毛,希望能够跟大家一起学习讨论。
2. 因为时间仓促,再加上本周事情比较多,讲稿要到下周五才能搞定 :(
3. 活动时间由2:00 推迟到 2:30。 2:00对于住的稍远的朋友时间有点仓促。希望大家能够准时到场,谢谢 :)