Contextual Bandits with Linear Payoff Functions

URI: https://gptkb.org/entity/Contextual_Bandits_with_Linear_Payoff_Functions
GPTKB entity
Statements (24)
Predicate Object
gptkbp:instanceOf gptkb:model
gptkbp:application gptkb:Advertising
personalized recommendation
gptkbp:challenge partial feedback
gptkbp:contextualInformation used
gptkbp:example gptkb:LinTS
gptkb:LinUCB
gptkbp:explorationExploitationTradeoff present
gptkbp:field gptkb:reinforcement_learning
online learning
gptkbp:goal maximize cumulative reward
gptkbp:input context vector
gptkbp:notablePublication gptkb:A_Contextual-Bandit_Approach_to_Personalized_News_Article_Recommendation_(Li_et_al.,_2010)
gptkb:Thompson_Sampling_for_Contextual_Bandits_with_Linear_Payoff_Functions_(Agrawal_&_Goyal,_2013)
gptkbp:output action selection
gptkbp:parameter online regression
gptkbp:payoffFunction linear
gptkbp:proposedBy 2000s
gptkbp:regretBound sublinear
gptkbp:relatedTo gptkb:multi-armed_bandit_problem
gptkbp:rewardModel linear function of context
gptkbp:bfsParent gptkb:Lihong_Li
gptkbp:bfsLayer 6
https://www.w3.org/2000/01/rdf-schema#label Contextual Bandits with Linear Payoff Functions