bayesian optimization
Automating Bayesian optimization with Bayesian optimization
Gustavo Malkomes, Roman Garnett
Global optimization of expensive, potentially gradient-free functions has long been a critical component of many complex problems in science and engineering.
Country:
- North America > United States > Missouri > St. Louis County > St. Louis (0.04)
- North America > Canada > Quebec > Montreal (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty > Bayesian Inference (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (0.68)
Sample-efficient Multi-objective Molecular Optimization with GFlowNets
In practice, multiple conflicting objectives and costly evaluations (e.g., wet-lab experiments) make the diversity of candidates
Country:
- Asia > China (0.04)
- South America > Chile > Santiago Metropolitan Region > Santiago Province > Santiago (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.68)
Country:
- North America > United States > California > San Francisco County > San Francisco (0.14)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.14)
- North America > United States > California > Santa Barbara County > Santa Barbara (0.04)
- (5 more...)
Industry:
Country:
- Europe > Germany > Baden-Württemberg > Freiburg (0.04)
- North America > United States (0.04)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
- Asia > Japan > Kyūshū & Okinawa > Kyūshū > Fukuoka Prefecture > Fukuoka (0.04)
Technology:
Country:
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.14)
- North America > Canada > Ontario > Toronto (0.14)
- Europe > Italy > Friuli Venezia Giulia > Trieste Province > Trieste (0.04)
- (10 more...)
Industry:
- Health & Medicine > Pharmaceuticals & Biotechnology (1.00)
- Materials > Chemicals > Commodity Chemicals > Petrochemicals (0.46)
Technology:
- Information Technology > Artificial Intelligence > Natural Language (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.93)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty (0.68)
The Behavior and Convergence of Local Bayesian Optimization
The "folk wisdom" in the literature is that the focus on local optimization sidesteps the curse of dimensionality;
Country:
- North America > United States > Pennsylvania (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
Robust Bayesian Satisficing
Distributional shifts pose a significant challenge to achieving robustness in contemporary machine learning.
Country:
- North America > United States > Virginia (0.04)
- North America > United States > California > Los Angeles County > Santa Monica (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Industry:
- Health & Medicine > Therapeutic Area > Endocrinology > Diabetes (0.95)
- Health & Medicine > Pharmaceuticals & Biotechnology (0.74)
Technology:
Technology:
Country:
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Asia > China > Heilongjiang Province > Harbin (0.04)
- North America > United States > Montana (0.04)
- (3 more...)
Technology:
Country:
- Asia > China > Hong Kong (0.04)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- Asia > South Korea > Daejeon > Daejeon (0.04)
Technology: