Concepedia

Marek Petrik

MP

Statistics

Publications

30

Citations

786

H-Index

17

Active since

2004

Affiliations

University of Massachusetts Amherst(Current)

IBM (United States)

University of New Hampshire

IBM Research - Thomas J. Watson Research Center

Institut national de recherche en sciences et technologies du numérique

Marek Petrik is an author at University of Massachusetts Amherst specializing in engineering, computer science, and mathematical programming.

Top concepts

EngineeringComputer ScienceMathematical ProgrammingMachine LearningOperations ResearchData ScienceApproximation TheoryStochastic OptimizationUncertainty QuantificationManagement

Publications per year

2004–2021

30

Publications

30

Finite-Sample Analysis of Proximal Gradient TD Algorithms

Bo Liu, Ji Liu, Mohammad Ghavamzadeh et al. · arXiv (Cornell University) · 2020 · 105 citations · Full text

Numerical Analysis, Mathematical Programming, Engineering +16

Safe Policy Improvement by Minimizing Robust Baseline Regret

Marek Petrik, Yinlam Chow, Mohammad Ghavamzadeh · arXiv (Cornell University) · 2016 · 68 citations · Full text

Engineering, Machine Learning, Inaccurate Dynamics Model +19

An analysis of Laplacian methods for value function approximation in MDPs

Marek Petrik · International Joint Conference on Artificial Intelligence · 2007 · 65 citations

Numerical Analysis, Mathematical Programming, Spectral Theory +21

Feature Selection Using Regularization in Approximate Linear Programs for Markov Decision Processes

Marek Petrik, Gavin Taylor, Shlomo Zilberstein · arXiv (Cornell University) · 2010 · 44 citations · Full text

Mathematical Programming, Engineering, Machine Learning +24

Tight Approximations of Dynamic Risk Measures

Dan A. Iancu, Marek Petrik, Dharmashankar Subramanian · Mathematics of Operations Research · 2015 · 39 citations

Mathematical Programming, Coherent Measure, Multiperiod Setting +14

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