Table 4 Analysis of the interpretability based on Kohoutová et al. [23]
Author (year) | Model | Feature | Biology | ||||
|---|---|---|---|---|---|---|---|
SEN/SPE | GN | AC | ST | IMP | VIS | LIT | |
Plant et al. (2010) [24] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Chincarini et al. (2011) [25] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Costafreda et al. (2011) [26] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Filipovych et al. (2011) [27] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Hinrichs et al. (2011) [8] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Westman et al. (2011) [28] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Wolz et al. (2011) [29] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Zhang et al. (2011) [30] | - | - | - | ✓ | ✓ | ✓ | ✓ |
Batmanghelich et al. (2012) [31] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Cheng et al. (2012) [32] | ✓ | - | - | ✓ | - | - | ✓ |
Cho et al. (2012) [33] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Gray et al. (2012) [34] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Li et al. (2012) [35] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Toussaint et al. (2012) [36] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Wee et al. (2012) [37] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Ye et al. (2012) [38] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Zhang et al. (2012) [9] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Adaszewski et al. (2013) [39] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Aguilar et al. (2013) [40] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Babu et al. (2013) [41] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Casanova et al. (2013) [42] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Cheng et al. (2013) [43] | ✓ | - | - | ✓ | - | - | ✓ |
Liu, M. et al. (2013) [44] | ✓ | - | - | ✓ | - | - | ✓ |
Liu, X. et al. (2013) [45] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Wee et al. (2013) [46] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Young et al. (2013) [47] | ✓ | - | - | ✓ | - | - | - |
Apostolova et al. (2014) [48] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Guerrero et al. (2014) [49] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Lebedev et al. (2014) [50] | ✓ | ✓ | - | ✓ | ✓ | ✓ | ✓ |
Liu, M. et al. (2014) [51] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Liu, F. et al. (2014) [52] | ✓ | - | - | ✓ | - | - | - |
Min et al. (2014) [53] | ✓ | - | ✓ | ✓ | - | - | - |
Suk et al. (2014) [54] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Tong et al. (2014) [55] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Cabral et al. (2015) [56] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Cheng et al. (2015) [57] | ✓ | - | ✓ | ✓ | - | - | - |
Cheng et al. (2015) [58] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Moradi et al. (2015) [59] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Raamana et al. (2015) [60] | ✓ | - | ✓ | ✓ | - | ✓ | ✓ |
Ritter et al. (2015) [61] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Salvatore et al. (2015) [62] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Xu et al. (2015) [63] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Ardekani et al. (2016) [64] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Collij et al. (2016) [66] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Li et al. (2016) [67] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Liu et al. (2016) [68] | ✓ | - | ✓ | ✓ | - | - | ✓ |
López et al. (2016) [69] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Suk et al. (2016) [70] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Thung et al. (2016) [71] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Vasta et al. (2016) [72] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Zhang et al. (2016) [73] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Zhang et al. (2016) [74] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Ҫitak-Er et al. (2017) [75] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Hojjati et al. (2017) [76] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Long et al. (2017) [77] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Mathotaarachchi et al. (2017) [78] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Suk et al. (2017) [79] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Tong et al. (2017) [80] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Choi et al. (2018) [81] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Donnelly-Kehoe et al. (2018) [82] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Gao et al. (2018) [83] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Gómez-Sancho et al. (2018) [84] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Hojjati et al. (2018) [85] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Khanna et al. (2018) [86] | - | - | ✓ | ✓ | ✓ | - | ✓ |
Lin et al. (2018) [87] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Liu et al. (2018) [88] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Liu et al. (2018) [89] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Lu et al. (2018) [90] | ✓ | - | - | ✓ | - | - | ✓ |
Minhas et al. (2018) [91] | ✓ | - | - | ✓ | - | - | ✓ |
Popuri et al. (2018) [92] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Sorensen et al. (2018) [93] | ✓ | - | - | ✓ | - | - | ✓ |
Sun et al. (2018) [94] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Wu et al. (2018) [95] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Yan et al. (2018) [96] | ✓ | - | - | ✓ | - | - | ✓ |
Basaia et al. (2019) [97] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Cheng et al. (2019) [98] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Collazos-Huertas et al. (2019) [99] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Elahifasaee et al. (2019) [100] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Ezzati et al. (2019) [101] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Gupta et al. (2019) [102] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Lee et al. (2019) [103] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Lee et al. (2019) [104] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Lei et al. (2019) [105] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Li et al. (2019) [106] | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
Li et al. (2019) [107] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Oh et al. (2019) [108] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Pan et al. (2019) [109] | ✓ | - | - | ✓ | - | - | ✓ |
Pusil et al. (2019) [110] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Spasov et al. (2019) [111] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Wang et al. (2019) [112] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Wee et al. (2019) [113] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Xu et al. (2019) [114] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Zhou et al. (2019) [115] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Zhu et al. (2019) [116] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Abrol et al. (2020) [117] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Gao et al. (2020) [118] | ✓ | - | - | ✓ | - | - | ✓ |
Giorgio et al. (2020) [119] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Khatri et al. (2020) [120] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Lin et al. (2020) [121] | ✓ | - | - | ✓ | ✓ | - | ✓ |
Lin et al. (2020) [122] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Pan et al. (2020) [123] | - | - | - | ✓ | ✓ | - | ✓ |
Ramon-Julvez et al. (2020) [124] | ✓ | - | - | ✓ | - | - | ✓ |
Xiao et al. (2020) [125] | ✓ | - | - | ✓ | - | - | ✓ |
Xu et al. (2020) [126] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Yang et al. (2020) [127] | ✓ | - | ✓ | ✓ | - | - | ✓ |
Yee et al. (2020) [128] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Zhou et al. (2020) [129] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Bae et al. (2021) [130] | ✓ | - | - | ✓ | ✓ | ✓ | ✓ |
Mofrad et al. (2021) [131] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Mofrad et al. (2021) [132] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Pan et al. (2021) [133] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Shen et al. (2021) [134] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Syaifullah et al. (2021) [135] | ✓ | ✓ | ✓ | ✓ | ✓ | - | ✓ |
Wen et al. (2021) [136] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Zhang et al. (2021) [137] | ✓ | - | ✓ | ✓ | ✓ | - | ✓ |
Zhu et al. (2021) [138] | ✓ | - | ✓ | ✓ | ✓ | ✓ | ✓ |
Total (116) | 113 | 3 | 60 | 116 | 91 | 51 | 112 |