best arm identification
Information about AI from the News, Publications, and Conferences
Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis
If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
- Europe > France (0.28)
- North America > Canada (0.28)
Covariance adaptive best arm identification
Neural Information Processing Systems
The learner's goal is to identify the optimal arm
- 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)
- 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)
- North America > United States > Virginia (0.05)
- North America > United States > Pennsylvania (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Research Report > New Finding (1.00)
- Research Report > Experimental Study (1.00)
Improving the Knowledge Gradient Algorithm
Neural Information Processing Systems
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.
- Health & Medicine > Pharmaceuticals & Biotechnology (0.68)
- Health & Medicine > Therapeutic Area > Immunology (0.46)
7c78335a8924215ea5c22fda1aac7b75-Paper.pdf
Neural Information Processing Systems
Learning the minimum/maximum mean among a finite set of distributions is a fundamental sub-task in planning, game tree search and reinforcement learning.
- North America > Canada > Quebec > Montreal (0.04)
- Europe > Netherlands > North Holland > Amsterdam (0.04)
Multi-Fidelity Multi-Armed Bandits Revisited
Neural Information Processing Systems
The formal definition of MF-MAB is presented in Section 2. 1.1 Contributions
- Asia > China > Hong Kong (0.04)
- North America > United States > Pennsylvania (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Data Science > Data Mining > Big Data (0.83)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Europe > Netherlands > North Holland > Amsterdam (0.04)
- Europe > France > Hauts-de-France > Nord > Lille (0.04)
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
- Information Technology > Data Science > Data Mining > Big Data (0.47)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- North America > United States > Wisconsin > Dane County > Madison (0.04)
- Research Report (0.93)
- Overview (0.67)