10-725 Convex Optimization (Fall 2018) Scribing Sign-Up
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Student 1Student 2Student 3
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Theory I: Fundamentals
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1Mon Aug 27Introduction
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2Wed Aug 29Convexity I: Sets and functionsYingjing LuAdam HarleyRuosong Wang
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Mon Sept 3(Labor day, no class)
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3Wed Sept 5Convexity II: Optimization basicsHongyu ZhengRuochi ZhangZirui Wang
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4Mon Sept 10Canonical problem formsPriya DontiXiaoou ZhangHima Tammineedi
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Algorithms I: First-order methods
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5Wed Sept 12Gradient descentBarun PatraTyler Vuong
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6Mon Sept 17SubgradientsHeejong BongWanshan Li
Shamindra Shrotriya
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7Wed Sept 19Subgradient methodYang Yang(yy3)Weiran Yao
Dhruv Mauria Saxena
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8Mon Sept 24Proximal gradient descentAllie ChangAlec Jasen
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9Wed Sept 26Stochastic gradient descentEmre YolcuPooja Chitkara
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Theory II: Optimality and duality
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10Mon Oct 1Duality in linear programsChenlei FangQicheng HuangMinshi Peng
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11Wed Oct 3Duality in general programsXiukun HuangYuan Wang
Shubhranshu Shekhar
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12Mon Oct 8KKT conditionsLandon SettleCheng ChengAmanda Coston
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13Wed Oct 10Duality uses and correspondencesBen EysenbachRamon Villa-Cox
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Mon Oct 15Little test I
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Algorithms II: Second-order methods
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14Wed Oct 17Newton's methodShubham AgrawalXian ZhouPengsheng Guo
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15Mon Oct 22Barrier methodNic DalmassoBen LeRoyAlan Mishler
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16Wed Oct 24Primal-dual interior point methodsLeqi LiuZhuoran LiuManjari Das
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17Mon Oct 29Quasi-Newton methodsMatthew LevineJunxian HeYang Yang(yy4)
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18Weds Oct 31Proximal Newton methodArjav Ashesh DesaiYang Gao
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Advanced topics
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19Mon Nov 5Numerical linear algebraGe HuangBohan LiDonghan Yu
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20Weds Nov 7Coordinate descent
Varsha Chinnaobireddy
Joon Sik KimLingyao Zhang
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21Mon Nov 12Frank-Wolfe methodYu ChenYuting ShiMaria Jahja
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22Weds Nov 14Dual gradient ascentKsenia KorovinaDarby LoseyTrevor Frisby
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23Mon Nov 19
Alternating direction method of multipliers
George StoicaShuo LiCharvi Rastogi
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Weds Nov 21(Thanksgiving break, no class)
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24Mon Nov 26Fast stochastic methodsAnqi YangByeongjoo AhnMaximilian Sieb
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25Weds Nov 28Online optimization?Xiang SiChen FuChih-Kuan Yeh
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26Mon Dec 3Benign nonconvex problems?Biwei HuangRajshekhar DasYusha Liu
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Weds Dec 5Little test II
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