arm identification
Country:
- Asia > Singapore (0.04)
- Asia > China > Guangdong Province > Guangzhou (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Asia > China > Hong Kong (0.04)
Technology:
Covariance adaptive best arm identification
The learner's goal is to identify the optimal arm
Country:
- Europe > France > Occitanie > Hérault > Montpellier (0.04)
- Europe > France > Île-de-France > Paris > Paris (0.04)
- North America > Canada > Quebec > Montreal (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
Country:
- Europe > France > Occitanie > Hérault > Montpellier (0.04)
- Europe > France > Île-de-France > Paris > Paris (0.04)
- North America > Canada > Quebec > Montreal (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology:
Country:
- North America > United States > Virginia (0.05)
- North America > United States > Pennsylvania (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Genre:
- Research Report > New Finding (1.00)
- Research Report > Experimental Study (1.00)
Technology:
Improving the Knowledge Gradient Algorithm
The knowledge gradient (KG) algorithm is a popular policy for the best arm identification (BAI) problem. It is built on the simple idea of always choosing the measurement that yields the greatest expected one-step improvement in the estimate of the best mean of the arms.
Industry:
- Health & Medicine > Pharmaceuticals & Biotechnology (0.68)
- Health & Medicine > Therapeutic Area > Immunology (0.46)
Technology:
Country:
- North America > United States > Indiana (0.04)
- North America > United States > Illinois (0.04)
- North America > Canada (0.04)
Technology:
Efficient Pure Exploration in Adaptive Round model
Tianyuan Jin, Jieming SHI, Xiaokui Xiao, Enhong Chen
Neural Information Processing Systems http://nips.cc/
Country:
- Asia > Singapore (0.04)
- Asia > China (0.04)
- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.04)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Data Science > Data Mining > Big Data (0.30)
Country:
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- North America > United States > Wisconsin > Dane County > Madison (0.04)
Genre:
- Research Report (0.93)
- Overview (0.67)
Technology:
FixedConfidenceBestArmIdentificationinthe BayesianSetting
In the BAI, the learner needs to pull arms efficiently for better identification.
Country:
- Asia > Middle East > Israel > Haifa District > Haifa (0.04)
- Oceania > Palau (0.04)
- Oceania > Australia > Queensland (0.04)
- (7 more...)
Technology:
MinimaxOptimalFixed-BudgetBestArm IdentificationinLinearBandits
Complementarily, we present a minimax lower bound for this problem.