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David Eriksson

  1. High-Dimensional Bayesian Optimization with Sparse Axis-Aligned Subspaces
    2021/02/27 by David Eriksson, Eriksson, David, Martin Jankowiak +1 · 27 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification
  2. Unexpected Improvements to Expected Improvement for Bayesian Optimization
    2023/10/31 by Sebastian Ament, Ament, Sebastian, Samuel Daulton +7 · 43 citations
    Computer Science · Decision Sciences · #Gaussian Processes and Bayesian Inference #Forecasting Techniques and Applications #Advanced Multi-Objective Optimization Algorithms
  3. Scalable Constrained Bayesian Optimization
    2020/02/20 by David Eriksson, Matthias Poloczek, Eriksson, David +1 · 18 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research
  4. Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces
    2021/09/22 by Samuel Daulton, David Eriksson, Daulton, Samuel +5 · 17 citations
    Computer Science · Decision Sciences · Energy · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #Energy, Environment, and Transportation Policies #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research #Optimal Experimental Design Methods #Optimization and Control (math.OC)
  5. Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020
    2021/04/20 by Ryan Turner, David Eriksson, Turner, Ryan +11 · 13 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  6. Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization
    2022/10/18 by Samuel Daulton, Daulton, Samuel, Xingchen Wan +9 · 8 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
  7. Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings
    2023/03/03 by Aryan Deshwal, Sebastian Ament, Deshwal, Aryan +9 · 5 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  8. Discovering Many Diverse Solutions with Bayesian Optimization
    2022/10/20 by Natalie Maus, Kaiwen Wu, Maus, Natalie +5 · 4 citations
    Computer Science · Materials Science · #Advanced Multi-Objective Optimization Algorithms #Computational Drug Discovery Methods #Machine Learning in Materials Science
  9. Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization
    2021/06/22 by David Eriksson, Eriksson, David, Pierce Chuang +17 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  10. Efficient Rollout Strategies for Bayesian Optimization
    2020/02/24 by Eric Hans Lee, David Eriksson, Lee, Eric Hans +7 · 1 citation
    Computer Science · Decision Sciences · #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms #Advanced Bandit Algorithms Research
  11. Sparse Bayesian Optimization
    2022/03/03 by Sulin Liu, Qing Feng, Liu, Sulin +7 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC)
  12. Robust Gaussian Processes via Relevance Pursuit
    2024/10/31 by Sebastian Ament, Ament, Sebastian, Elizabeth Santorella +9 · 2 citations
    Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
  13. Scalable Gaussian Processes with Latent Kronecker Structure
    2025/06/07 by Jihao Andreas Lin, Sebastian Ament, Lin, Jihao Andreas +9 · 3 citations
    Computer Science · Materials Science · #Gaussian Processes and Bayesian Inference #Machine Learning in Materials Science #Bayesian Modeling and Causal Inference