Skip to main content

Table 9 Performance analysis of different recommender systems

From: A systematic review and research perspective on recommender systems

References

Recall

MAE

RMSE

Precision

F1-measure

Accuracy

Miscellaneous measures

Castellano et al. [1]

 

  

Crespo et al. [2]

Total interaction time

Lin et al. [3]

 

Gain ratio

Wang and Wu [4]

Statistical analysis, T-test

García-Crespo et al. [5]

 

  

Dong et al. [6]

 

  

Harmonic mean, fallout

Li et al. [7]

 

  

Lorenzi et al. [8]

T-test

Huang et al. [9]

  

Chen et al. [10]

 

 

Mohanraj et al. [11]

 

Hsu et al. [12]

Average execution times

Gemmell et al. [13]

 

 

α analysis

Choi et al. [14]

 

   

Garibaldi et al. [15]

Confusion matrix

Salehi and Kmalabadi [16]

 

  

Aher and Lobo [17]

Space and time complexity

Kardan and Ebrahimi [18]

  

   

Chang et al. [19]

Processing time

Lucas et al. [20]

Empirical analysis

Niu et al. [21]

 

  

Click-through rate, session length and subjective feedbacks

Liu et al. [22]

Total visiting time and the total overtime

Bakshi et al. [23]

  

Kim and Shim [24]

 

 

Wang et al. [25]

  

 

Kolomvatsos et al. [26]

 

Gottschlich et al. [27]

Standard deviation, Sharpe ratio

Torshizi et al. [28]

Cohen kappa statistic

Zahálka et al. [29]

 

 

Sankar et al. [30]

 

Degree centrality, Eigen vector centrality, average normal gain

Chen et al. [31]

  

  

Wu et al. [32]

 

Inner-diversity, inter-diversity, and novelty

Yeh and Cheng [33]

 

Liao et al. [34]

Level of confidence

Li et al. [35]

    

Wu et al. [36]

 

 

Adeniyi et al. [37]

 

 

Euclidean distance

Rawat and Kankanhalli [38]

 

Yang et al. [39]

 

 

Po et al. [40]

    

Wei et al. [41]

 

Li et al. [42]

     

Mezei and Nikou [43]

 

Specificity, sensitivity, cohen’s κ

Ayata et al. [44]

 

Zhao et al. [45]

 

Hammou et al. [46]

  

Zhao et al. [47]

 

 

Convergence speed

Bhaskaran and Santhi [48]

 

 

  

Execution speed

Afolabi and Toivanen [59]

Timeliness

He et al. [60]

 

  

Normalized discounted cumulative gain

Han et al. [49]

 

Recovery time, absolute error, recurrence time

Kang et al. [50]

 

   

Ullah et al. [51]

 

  

Cai et al. [52]

 

Diversity, and novelty

Esteban et al. [53]

 

Time complexity, normalized discounted cumulative gain, and execution time

Mondal et al. [54]

Trust factor

Dhelim et al. [55]

 

  

Bhalse et al. [56]

Ke et al. [57]

 

Chen et al. [58]

Area under curve (AUC)