Derivative-Free Optimization: Linking Algorithms and Applications
Videos from BIRS Workshop
Charles Audet, Poly. Montreal
Monday Jul 18, 2022 08:00 - 08:30
Monotonic grey box direct search optimization
Francesco Rinaldi, U Padova, Italy
Monday Jul 18, 2022 10:00 - 10:30
A weak tail-bound probabilistic condition for function estimation in stochastic derivative-free optimization
Sébastien Le Digabel, GERAD, Polytechnique Montréal
Monday Jul 18, 2022 12:30 - 13:00
SOLAR: A solar thermal power plant simulator for blackbox optimization benchmarking
Giampaolo Liuzzi, Sapienza University of Rome, Italy
Monday Jul 18, 2022 14:30 - 15:00
A new derivative-free interior point method for constrained black-box optimization
Christine Shoemaker, Cornell, USA & Univ. of Singapore
Monday Jul 18, 2022 15:15 - 15:45
Surrogate-assisted many-objective optimization with reference vector guided candidate search and aggregated surrogate model
Matt Menickelly, Argonne National Laboratory
Tuesday Jul 19, 2022 08:00 - 08:30
Stochastic average model methods
Kwassi Joseph Dzahini, Argonne National Laboratory
Tuesday Jul 19, 2022 08:45 - 09:15
Constrained stochastic blackbox optimization using a progressive barrier and probabilistic estimates
Solène Kojtych, GERAD, Polytec Montreal
Tuesday Jul 19, 2022 10:00 - 10:30
Escaping unknown discontinuous regions in blackbox optimization
Juliane Mueller, Lawrence Berkeley National Lab
Tuesday Jul 19, 2022 12:30 - 13:00
Surrogate model based optimization for tuning DL model architectures
Youssef Diouane, Polytechnique Montreal
Tuesday Jul 19, 2022 14:30 - 15:00
Bayesian optimization: performance assessment and improvements using DFO techniques
Ana Custódio, Universidade Nova de Lisboa
Wednesday Jul 20, 2022 08:00 - 08:30
A trust-region based approach to approximate Pareto fronts in multiobjective optimization
Everton Silva, Universidade Nova de Lisboa
Wednesday Jul 20, 2022 08:45 - 09:15
Global optimality integral conditions and an algorithm for multiobjective problems
Jeff Larson, Argonne National Labs, USA
Wednesday Jul 20, 2022 10:00 - 10:30
A toolbox for optimizing nonsmooth composite objectives
Yiwen Chen, Beihang University
Wednesday Jul 20, 2022 13:15 - 13:45
Adjusting the centred simplex gradient to compensate for misaligned sample points
Margherita Porcelli, U Bologna, Italy
Wednesday Jul 20, 2022 14:30 - 15:00
BFO 2.0: a new release of the Brute Force Optimizer that merits its name a little bit less
Warren Hare, University of British Columbia
Thursday Jul 21, 2022 08:00 - 08:30
Understanding positive bases
Ludovic Salomon, GERAD, Montreal
Thursday Jul 21, 2022 08:45 - 09:15
Handling of constraints in multiobjective blackbox optimization
Stefan Wild, Argonne National Laboratory
Thursday Jul 21, 2022 10:00 - 10:30
Randomized subspace and adaptive methods for large-scale derivative-free optimization
