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Publications

Pub. | 01
Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond, AAAI 2020, Jianjun Yuan, Andrew Lamperski
Key words: dynamic/static regret, online newton method, gradient descent
Pub. | 02
Online Adaptive Principal Component Analysis and Its extensions, ICML 2019, Jianjun Yuan, Andrew Lamperski
Key words: online PCA, adaptive regret, exponentiated gradient descent, variance minimization
Pub. | 03
Online convex optimization for cumulative constraints, NeurIPS 2018, Jianjun Yuan, Andrew Lamperski
Key words: long-term constraint, long-term constraint violation, static regret
Pub. | 04
A Random Algorithm for Semidefinite Programming Problems, ACC 2018, Jianjun Yuan, Andrew Lamperski
Key words: Semi-definite programming/SDP, first-order method, lower computation complexity, randomized algorithm
Pub. | 05
Online Control Basis Selection by a Regularized Actor Critic Algorithm, ACC 2017, Jianjun Yuan, Andrew Lamperski
Key words: Reinforcement Learning, regularized Actor Critic, model-free, Controller/actuator selection
Pub. | 06
Pat. | 01
Pat. | 02
Optimal Mean Robust Principal Component Analysis, ICML 2014, Feiping Nie, Jianjun Yuan, Heng Huang
Key words: robust PCA, optimal mean, subspace reconstruction

Patents

Incorporating cluster measurement into HeartLogic with Demographic data, US Patent, Jianjun Yuan, Qi An, Rezwan Ahmed, Pramod Thakur.
Heart Failure stratification based on respiratory pattern, US Patent, Jianjun Yuan, Qi An, Pramod Thakur, Viktoria Averina, Rezwan Ahmed, Yi Zhang.
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