Research Article

[Retracted] Recommendation Model of Tourist Attractions Based on Deep Learning

Table 1

Classification of recommendation models based on reinforcement learning.

TypeTraditional reinforcement learning recommendationDeep reinforcement learning recommendation
MAB-based recommendationMDP-based recommendationRecommendation based on value function DRLRecommendation based on policy gradient DRL

EnterActions/States and actionsState and action/StateState and action/StateState and action/State
OutputReward valueQ valueQ valueProbability of taking an action
FeatureMaximize step rewardMaximize total rewardMaximize total rewardMaximize total reward
Literature modelMusicCN-BanditConstrained PSRLDRNLEAPDeepPage
DCdriftMulti_WithRobustCRSDeepChain
CoLinBic-RLDEERSTop-k CorrectedRCR
Corr-BanditBayes-UCB-CNFeedRecREINFORCEMARDPG
MF-Banditε-SVR-CGAUMLSICVL-Rec
e-TSbanditDPG-FBESLATEQTPGRMaHRL
DMCBDJ-MCPseudo Dyna-QIRecGANHRL-Rec
POMDP-RecAPGValue-awareSRL-RNNKERL
Web-banditIRL-basedUDQNLIRDKGRL
GCQNNRRS