A consensus-based global optimization method for high dimensional machine learning problems

• Consensus-Based Algorithms for Stochastic Optimization Problems

  2025 SIAM Journal on Optimization article Engineering Scheduling and Optimization Algorithms Open access

  1

  citations
• Micro-macro decomposition of particle swarm optimization methods

  2025 Kinetic and Related Models article Computer Science Distributed Control Multi-Agent Systems Open access

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• Kinetic variable-sample methods for stochastic optimization problems

  2025 Communications on Pure &amp Applied Analysis article Mathematics Gas Dynamics and Kinetic Theory Open access

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• Recent kernel methods for interacting particle systems: first numerical results

  2024 European Journal of Applied Mathematics article Physics and Astronomy Opinion Dynamics and Social Influence Open access

  1

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• Model predictive control strategies using consensus-based optimization

  2024 Mathematical Control and Related Fields article Engineering Advanced Control Systems Optimization Open access

  0

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• Consensus based optimization with memory effects: Random selection and applications

  2023 Chaos Solitons & Fractals article Computer Science Distributed Control Multi-Agent Systems Open access

  7

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• An Eikonal Equation with Vanishing Lagrangian Arising in Global Optimization

  2023 Applied Mathematics & Optimization article Mathematics Mathematical Biology Tumor Growth Open access

  6

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• Constrained Consensus-Based Optimization

  2023 SIAM Journal on Optimization article Computer Science Distributed Control Multi-Agent Systems Open access

  32

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• Reproducing kernel Hilbert spaces in the mean field limit

  2023 Kinetic and Related Models article Physics and Astronomy Model Reduction and Neural Networks Open access

  5

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• A Consensus-Based Algorithm for Multi-Objective Optimization and Its Mean-Field Description

  2022 2022 IEEE 61st Conference on Decision and Control (CDC) conference-paper Computer Science Distributed Control Multi-Agent Systems Open access

  13

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• Binary Interaction Methods for High Dimensional Global Optimization and Machine Learning

  2022 Applied Mathematics & Optimization article Mathematics Mathematical Biology Tumor Growth Open access

  17

  citations

11 results