Concepedia

Horia Mania

HM

16

Publications

1.5K

Citations

16

H-Index

2017

Active since

Affiliations

University of California, Berkeley(Current)

California Institute of Technology

Horia Mania is an author at University of California, Berkeley specializing in engineering, systems engineering, and machine learning.

Top concepts

EngineeringMachine LearningSystems EngineeringBusinessComputer ScienceApproximation TheoryUncertainty QuantificationRobust ControlGame TheoryRobot Learning

Publications per year

2017–2020

16

Publications

16

On the Sample Complexity of the Linear Quadratic Regulator

Sarah Dean, Horia Mania, Nikolai Matni et al. · Foundations of Computational Mathematics · 2019 · 373 citations

Random Matrix, Matrix Analysis, Approximation Theory +2

Simple random search provides a competitive approach to reinforcement learning

Horia Mania, Aurelia Guy, Benjamin Recht · arXiv (Cornell University) · 2018 · 169 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +16

Regret Bounds for Robust Adaptive Control of the Linear Quadratic\n Regulator

Sarah Dean, Horia Mania, Nikolai Matni et al. · arXiv (Cornell University) · 2018 · 169 citations · Full text

Simple random search of static linear policies is competitive for reinforcement learning

Horia Mania, Aurelia Guy, Benjamin Recht · Neural Information Processing Systems · 2018 · 149 citations

Artificial Intelligence, Engineering, Machine Learning +20

Learning Without Mixing: Towards A Sharp Analysis of Linear System\n Identification

Max Simchowitz, Horia Mania, Stephen Tu et al. · arXiv (Cornell University) · 2018 · 116 citations · Full text

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