Table 1.
Summary of prior research applying MSE analysis to pediatric EEG data. The results of our literature review are summarized by key preprocessing and entropy algorithm parameters including sampling rate, the method and frequency cutoffs for filtering, whether/what artifact correction methods were employed, the entropy m pattern length parameter, the entropy r similarity criterion parameter, and whether or not r was recalculated at each scale. N/S – parameter not specified.
| Article | Sampling rate | Filter | Data cleaning methods | m | r | Scale-wise r |
|---|---|---|---|---|---|---|
| Chah et al., 2008 | multiple | N/S | N/S | 2 | 0.2 | No |
| McIntosh et al. (2008) | 500 | Low-pass (40 Hz) | ICA | 2 | 0.5 | No |
| Molteni et al., 2008 | 256 | Band-pass (1–45 Hz) | N/S | 2 | 0.2 | No |
| Yum et al., 2008 | 256 | Band-pass (0.5–32 Hz) | N/S | 2 | 0.2 | No |
| Lippé et al. (2009) | 250 | Band-pass (0.5–50 Hz) | ICA | 2 | 0.5 | No |
| Zhang et al. (2009) | 167 | Band-pass (N/S) | N/S | 2 | 0.2 | No |
| Bosl et al. (2011) | 250 | Band-pass (0.1–100 Hz) | N/S | 2 | 0.15 | No |
| Kaffashi et al., 2013 | multiple | Band-pass (0.531–35 Hz) | N/S | 2 | 0.2 | No |
| Ouyang et al., 2013 | 256 | Band-pass (0.5–35 Hz) | N/S | 4 | N/S | No |
| Yang et al., 2014 | 500 | Band-pass (0.5–35 Hz) | N/S | 2 | 0.2 | No |
| Hogan et al., 2015 | 250 | Notch (50 Hz) | N/S | 2 | 0.25 | No |
| Lu et al., 2015 | 200 | N/S | N/S | 2 | 0.15 | No |
| Okazaki et al. (2015) | 500 | Band-pass (1.5–120 Hz) | N/S | 2 | 0.2 | No |
| Polizzotto et al., 2015 | 250 | Band-pass (0.01–100 Hz) | ICA | 2 | 0.5 | No |
| Weng et al., 2015 | multiple | Band-pass (0.5–70 Hz) | N/S | 2 | 0.15 | No |
| Zavala-Yoé et al., 2015 | 200 | N/S | N/S | 2 | 0.2 | Yes |
| Begum et al., 2016 | 250 | Band-pass (0–40 Hz) | N/S | N/S | N/S | No |
| Chenxi et al. (2016) | 1000 | N/S | N/S | 2 | 0.15 | No |
| Miskovic et al. (2016) | 512 | Band-pass (0.01–80 Hz) | ICA | 2 | 0.5 | No |
| Song & Zhang, 2016 | 256 | Band-pass (0.5–100 Hz) | N/S | 3 | 0.2 | No |
| De Wel et al. (2017) | 125 | Band-pass (1–20 Hz) | N/S | 2 | 0.2 | No |
| Liu et al. (2017) | 1000 | Band-pass (0.5–30 Hz) | N/S | 2 | 0.15 | No |
| Sato et al., 2017 | 200 | Notch (60 Hz) | N/S | 2 | 0.2 | No |
| Simon et al. (2017) | 250 | Band-pass (N/S) | ICA+Interpolation | N/S | N/S | No |
| Szostakiwskyj et al. (2017) | 500 | Band-pass (0.05–55 Hz) | ICA+Interpolation | 2 | 0.5 | No |
| Weng et al. (2017) | 200 | Band-pass (0.5–70 Hz) | N/S | 2 | 0.15 | No |
| Hasegawa et al. (2018) | 500 | Band-pass (1.5–60 Hz) | N/S | 2 | 0.2 | No |
| Jomaa et al., 2018 | 1000 | Band-pass (0.5–45 Hz) | ICA | 2 | 0.15 | No |
| Kang et al. (2018) | 500 | Band-pass (0.5–40 Hz) | N/S | 2 | 0.2 | No |
| Piangerelli et al., 2018 | 256 | Band-pass (1–70 Hz) | N/S | N/S | N/S | No |
| Sheehan et al., 2018 | 250 | Notch (60 Hz) | N/S | 2 | 0.2 | No |
| De Wel et al., 2019 | 125 | Band-pass (1–40 Hz) | N/S | 2 | 0.2 | No |
| Hadoush et al., 2019 | 500 | Band-pass (0.3–50 Hz) | N/S | 2 | 0.15 | No |
| Kang et al. (2019) | 256 | Band-pass (0.5–45 Hz) | ICA+Interpolation | N/S | N/S | No |
| Sato et al., 2019 | 200 | Notch (60 Hz) | N/S | N/S | N/S | No |
| Puglia et al. (2020) | 500 | Band-pass (0.3–20 Hz) | ICA | 2 | 0.5 | Yes |
| Rezaeezadeh et al. (2020) | 256 | Band-pass (0.5–80 Hz) | N/S | 2 | 0.2 | No |
| Sathyanarayana et al. (2020) | N/S | N/S | N/S | N/S | N/S | No |
| Tang et al., 2020 | 256 | Low-pass (64 Hz) | N/S | N/S | N/S | No |
| Wadhera and Kakkar (2020) | 250 | Band-pass (0.01–40 Hz) | ICA | N/S | N/S | No |
| Al-Jawahiri et al., 2021 | 500 | Notch (60 Hz) | N/S | 2 | 0.2 | No |
| Chu et al., 2021 | 1000 | Band-pass (0.5–60 Hz) | N/S | 2 | 0.15 | No |
| Eroğlu et al., 2022 | 128 | Band-pass (0.1–50 Hz) | N/S | 2 | 0.25 | No |