STAT 695 / ECE 695: Sparse Representations and Signal Recovery

Professor Stanley H. Chan, Purdue University, Spring 2016

Announcement

  • Proposal due date changed to Friday March 4, 5pm. Submit by Email.

  • Welcome to STAT 695 / ECE 695!

Course Information

Lecture: MWF 2:30-3:20
Room: ME 3006

Instructor: Professor Stanley H. Chan
Room: MSEE 218
Email: stanleychan AT purdue DOT edu
Office Hour: By email appointment

Syllabus: Download (PDF) (last update: 1/5/2016)

Lecture Notes

Student Lecture Topics (Last Update: 1/5/2015)

Week 1 2016-01-11 Course Introduction
Week 1 2016-01-13 Lecture 01 Review of vector space (VKG 2.1-2.4)
Week 1 2016-01-15 Lecture 02 Basis (VKG 2.5); Special Talk
Week 2 2016-01-18 No Class: Martin Luther King Day
Week 2 2016-01-20 Lecture 03 Biorthogonal Basis and Frames (VKG 2.5)
Week 2 2016-01-22 Student Lecture 01: Matching Pursuit Presenter 1: Ben V.; Presenter 2: Omar
Week 3 2016-01-25 Lecture 04 Under-determined System (Elad 1.1-1.3)
Week 3 2016-01-27 Lecture 05 L1 minimization (Elad 1.4-1.8)
Week 3 2016-01-29 Student Lecture 02: FOCUSS Algorithm Presenter 1: Chi Ho
Week 4 2016-02-01 Lecture 06 L0 Minimization and Uncertainty Principle (VKG 7.1-7.2)
Week 4 2016-02-03 Lecture 07 Uncertainty for 2-ortho system (Elad 2.1)
Week 4 2016-02-05 Student Lecture 03: Convex Relation  —  GPSR, SPG, L1LS Presenter 1: Soumendu; Presenter 2: Loris
Week 5 2016-02-08 Lecture 08 Uniqueness and Spark (Elad 2.2)
Week 5 2016-02-10 Lecture 09 Uncertainty for general system (Elad 2.2)
Week 5 2016-02-12 Student Lecture 04: ADMM Presenter 1: Amir; Presenter 2: Anis
Week 6 2016-02-15 Special Talk by Prof Borja Peleato on distributed ADMM
Week 6 2016-02-17 No Class: Prof Chan at EI 2016
Week 6 2016-02-19 Student Lecture 05: LASSSO Presenter 1: Li Cheng; Presenter 2: Ben F.
Week 7 2016-02-22 Lecture 10 Greedy algorithms (Elad 3.1)
Week 7 2016-02-24 Lecture 11 OMP performance analysis: Two Ortho Case (Elad 4.1.1)
Week 7 2016-02-26 Lecture 12 OMP performance analysis: General Case (Elad 4.2.1)
Week 8 2016-02-29 Lecture 13 Performance analysis for Basis Pursuit – Two Ortho Case I (Elad 4.1.2)
Week 8 2016-03-02 Lecture 14 Performance analysis for Basis Pursuit – Two Ortho Case II (Elad 4.2.3)
Week 8 2016-03-04 Student Lecture 06: Iterated Shrinkage Presenter 1: Ben V.; Presenter 2: Anis
Week 9 2016-03-07 Lecture 15 Performance analysis for Basis Pursuit – General Case (Elad 5.1-5.2)
Week 9 2016-03-09 Lecture 16 Noise and Stability (Elad 5.1-5.2)
Week 9 2016-03-11 Student Lecture 07: Union of Subspaces Presenter 1: Omar; Presenter 2: Ahmed
Week 10 2016-03-14 Spring Break
Week 10 2016-03-16 Spring Break
Week 10 2016-03-18 Spring Break
Week 11 2016-03-21 Student Lecture 08: Multi-block ADMM Presenter: Anis
Week 11 2016-03-23 Student Lecture 09: MAP and MMSE Presenter: Ahmed
Week 11 2016-03-25 Lecture 17 Noise and Stability (Elad 5.2)
Week 12 2016-03-28 Lecture 18 Restricted Isometry (Elad 5.2)
Week 12 2016-03-30 Lecture 19 Restricted Isometry (Elad 5.2)
Week 12 2016-04-01 Student Lecture 10: Matrix Factorization Presenter 1: Ben F.; Presenter 2: Chi Ho
Week 13 2016-04-04 Lecture 20 Johnson Lindenstrauss Lemma
Week 13 2016-04-06 Lecture 21 Average Analysis (Elad 7.2)
Week 13 2016-04-08 Student Lecture 11: Super-resolution Presenter 1: Soumendu Presenter 2: Omar
Week 14 2016-04-11 Lecture 22 Average Analysis (Elad 7.2)
Week 14 2016-04-13 Lecture 23 KSVD (Elad 12)
Week 14 2016-04-15 Student Lecture. Robust PCA. Presenter 1: Ben F.; Presenter 2: Li Cheng
Week 15 2016-04-18 Final Presentation: Presenter 1: Anis; Presenter 2: Ben V
Week 15 2016-04-20 Final Presentation: Presenter 1: Ben F; Presenter 2: Chiho
Week 15 2016-04-22 Student Lecture. Message Passing. Presenter 1: Amir; Presenter 2: Loris
Week 16 2016-04-25 Final Presentation: Presenter 1: Cheng; Presenter 2: Omar
Week 16 2016-04-27 Final Presentation: Presenter 1: Loris; Presenter 2: Soumendu
Week 16 2016-04-29 Final Presentation: Presenter 1: Amir; Presenter 2: Ahmed

Survey and Forms

Pre-course Survey
Peer Evaluation Form for Student Lecture
Audit Agreement Form

Project

Guideline: (PDF) (Last Update: 1/5/2015)

LaTeX Template (Proposal): (ZIP) (PDF)
LaTeX Template (Report): (ZIP) (PDF)

LaTeX Installation and Tutorial

MikTeX Installation (Youtube)
MikTeX on Windows and Ubuntu (Youtube)
MacTeX on Mac (Youtube)