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) |