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Table 1 Comparative analysis of related works

From: Web crawling based context aware recommender system using optimized deep recurrent neural network

References Technique Domain Dataset Metrics Context-awareness
Sasikala and Mary Immaculate Sheela [20] Deep learning modified neural network (DLMNN), Adaptive Neuro-Fuzzy Inferences System (IANFIS) Ecommerce Own extracted product online reviews Precision, Recall, F1-score, accuracy No
Revathy [21] Sentiment analysis Ecommerce Own extracted product reviews Precision, Recall No
Song et al. [22] Prospect theory and multi criteria decision making Ecommerce Own extracted online data Ranking No
Osman et al. [23] Sentiment analysis Electronic Amazon data RMSE and MAE Yes
Hao et al. [24] Stacked denoising auto encoders Ecommerce Movie lens, Netflix, and Amazon data Precision, Recall No
Wu et al. [25] Graph convolution machine (GCM) Ecommerce Yelp and Amazon data Hit ratio (HR) and normalized discounted cumulative gain (NDCG) Yes
He et al. [26] Neural collaborative filtering* Ecommerce Movie lens and Pinterst Hit ratio (HR) and normalized discounted cumulative gain (NDCG) No
Cheng et al. [27] Aspect-aware latent factor model (ALFM) Ecommerce Amazon and Yelp data RMSE No