[HTML][HTML] A survey on mixed-integer programming techniques in bilevel optimization

T Kleinert, M Labbé, I Ljubić, M Schmidt - EURO Journal on Computational …, 2021 - Elsevier
Bilevel optimization is a field of mathematical programming in which some variables are
constrained to be the solution of another optimization problem. As a consequence, bilevel …

An overview of bilevel optimization

B Colson, P Marcotte, G Savard - Annals of operations research, 2007 - Springer
This paper is devoted to bilevel optimization, a branch of mathematical programming of both
practical and theoretical interest. Starting with a simple example, we proceed towards a …

Averaged method of multipliers for bi-level optimization without lower-level strong convexity

R Liu, Y Liu, W Yao, S Zeng… - … Conference on Machine …, 2023 - proceedings.mlr.press
Gradient methods have become mainstream techniques for Bi-Level Optimization (BLO) in
learning fields. The validity of existing works heavily rely on either a restrictive Lower-Level …

Bridging direct and indirect data-driven control formulations via regularizations and relaxations

F Dörfler, J Coulson, I Markovsky - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, we discuss connections between sequential system identification and control
for linear time-invariant systems, often termed indirect data-driven control, as well as a …

[图书][B] Variational analysis and applications

BS Mordukhovich - 2018 - Springer
Boris S. Mordukhovich Page 1 Springer Monographs in Mathematics Boris S. Mordukhovich
Variational Analysis and Applications Page 2 Springer Monographs in Mathematics Editors-in-Chief …

Bome! bilevel optimization made easy: A simple first-order approach

B Liu, M Ye, S Wright, P Stone… - Advances in neural …, 2022 - proceedings.neurips.cc
Bilevel optimization (BO) is useful for solving a variety of important machine learning
problems including but not limited to hyperparameter optimization, meta-learning, continual …

Bilevel programming problems

S Dempe, V Kalashnikov, GA Pérez-Valdés… - Energy Systems …, 2015 - Springer
Bilevel optimization is a vital field of active research. Depending on its formulation it is part of
nonsmooth or nondifferentiable optimization, conic programming, optimization with …

Energy pricing and dispatch for smart grid retailers under demand response and market price uncertainty

W Wei, F Liu, S Mei - IEEE transactions on smart grid, 2014 - ieeexplore.ieee.org
This paper proposes a two-stage two-level model for the energy pricing and dispatch
problem faced by a smart grid retailer who plays the role of an intermediary agent between a …

[图书][B] Mathematical programs with equilibrium constraints

ZQ Luo, JS Pang, D Ralph - 1996 - books.google.com
This book provides a solid foundation and an extensive study for an important class of
constrained optimization problems known as Mathematical Programs with Equilibrium …

[图书][B] Foundations of bilevel programming

S Dempe - 2002 - books.google.com
Bilevel programming problems are hierarchical optimization problems where the constraints
of one problem (the so-called upper level problem) are defined in part by a second …