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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