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Time & Location: Every Thursday 2:30 - 4 pm at 166 WVH

We will follow http://people.seas.harvard.edu/~yaron/AM221/index.html.

We will have discussions in neu-dmg-seminar@googlegroups.com. Welcome to join!

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Date

Content

Presenter

Slides

1

01/21

Outline, Introduction to Optimization

Linear Programming

Lecture 1, Lecture 2, Lecture 3

Yupeng Gu

Here

2

01/28

Optimal Solution, Duality, Game Theory

lecture 4, lecture 5, lecture 6

Rui Dong

Slides

3

02/04

Solve Linear Programming

Convex Optimization

Yupeng Gu

Ting Chen

LP-solver

convex_gradient.pdf

4

02/11(seminar cancelled due to a conference deadline)  

5

02/18

Convex Optimization (cont.)

Ting Chenconvex_gradient.pdf

6

02/25

Distributed Stochastic Algorithms

Splash: paper, website

Yupeng Gu

Main

Supplementary

7

03/03Constraint Convex OptimizationYuan Zhongconstraint_con_opt.pdf

8

03/10

(spring break)

 

 

9

03/17

Cutting-Plane Methods

Cutting-Plane Methods.pdf

Subgradient Methods.pdf

Zhixia Linslide_cutting_plane_methods.pdf

10

03/24

BFGS (Broyden–Fletcher–Goldfarb–Shanno algorithm)

Yupeng GuHere

11

03/31

Conference Talk Rehearsal

Yupeng Gu 

12

04/07

Dual Methods (ADMM)

Yuan ZhongADMM_Yuan.pdf

13

04/14Combinatorial OptimizationRui Dong

Combinatorial Optimization.pdf

StochasticLocalSearch.pdf

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