LinTS

GPTKB entity

Statements (21)
Predicate Object
gptkbp:instanceOf gptkb:algorithm
gptkbp:approach Bayesian
gptkbp:assumes linear reward structure
gptkbp:category contextual bandit algorithm
gptkbp:citation Agrawal, S., & Goyal, N. (2013). Thompson Sampling for Contextual Bandits with Linear Payoffs. ICML 2013.
gptkbp:estimatedCost reward distribution
gptkbp:fullName Linear Thompson Sampling
https://www.w3.org/2000/01/rdf-schema#label LinTS
gptkbp:input context vectors
gptkbp:output action selection
gptkbp:proposedBy Navin Goyal
Shipra Agrawal
gptkbp:publicationYear 2013
gptkbp:relatedTo gptkb:LinUCB
Thompson Sampling
gptkbp:solvedBy exploration-exploitation tradeoff
gptkbp:usedIn gptkb:reinforcement_learning
multi-armed bandit problems
gptkbp:uses linear models
gptkbp:bfsParent gptkb:Contextual_Bandits_with_Linear_Payoff_Functions
gptkbp:bfsLayer 7