Table 1 Summary of the the 54 features used in the classification.
From: iLoF: An intelligent Lab on Fiber Approach for Human Cancer Single-Cell Type Identification
Type | Group | Number | Feature/Parameter |
|---|---|---|---|
Time Domain | Time Domain Statistics | 1 | Standard Deviation (SD) |
2 | Root Mean Square (RMS) | ||
3 | Skewness (Skew) | ||
4 | Kurtosis (Kurt) | ||
5 | Interquartile Range (IQR) | ||
6 | Entropy (E) | ||
Time Domain Histogram | 7 | μNakagami | |
8 | ωNakagami | ||
Frequency Domai | Discrete Cosine Transform (DCT) | 9 | 1st Coefficient (EDCT[l1]) |
10 | 2nd Coefficient (EDCT[l2]) | ||
11 | 3rd Coefficient (EDCT[l3]) | ||
12 | 4th Coefficient (EDCT[l4]) | ||
13 | 5th Coefficient (EDCT[l5]) | ||
14 | 6th Coefficient (EDCT[l6]) | ||
15 | 7th Coefficient (EDCT[l7]) | ||
16 | 8th Coefficient (EDCT[l8]) | ||
17 | 9th Coefficient (EDCT[l9]) | ||
18 | 10th Coefficient (EDCT[l10]) | ||
19 | 11th Coefficient (EDCT[l11]) | ||
20 | 12th Coefficient (EDCT[l12]) | ||
21 | 13th Coefficient (EDCT[l13]) | ||
22 | 14th Coefficient (EDCT[l14]) | ||
23 | 15th Coefficient (EDCT[l15]) | ||
24 | 16th Coefficient (EDCT[l16]) | ||
25 | 17th Coefficient (EDCT[l17]) | ||
26 | 18th Coefficient (EDCT[l18]) | ||
27 | 19th Coefficient (EDCT[l19]) | ||
28 | 20th Coefficient (EDCT[l20]) | ||
29 | 21st Coefficient (EDCT[l21]) | ||
30 | 22nd Coefficient (EDCT[l22]) | ||
31 | 23rd Coefficient (EDCT[l23]) | ||
32 | 24th Coefficient (EDCT[l24]) | ||
33 | 25th Coefficient (EDCT[l25]) | ||
34 | 26th Coefficient (EDCT[l26]) | ||
35 | 27th Coefficient (EDCT[l27]) | ||
36 | 28th Coefficient (EDCT[l28]) | ||
37 | 29th Coefficient (EDCT[l29]) | ||
38 | 30th Coefficient (EDCT[l30]) | ||
39 | Number of coefficients that capture 98% of the original signal (NDCT) | ||
40 | Total spectrum Area Under Curve (AUC) (AUCDCT) | ||
41 | Maximum peak amplitude (PeakDCT) | ||
42 | Total spectral power (PDCT) | ||
Wavelet Packet Decomposition | 43 | Haar Relative Power 1st level (\({E}_{Haar}^{1}\)) | |
44 | Haar Relative Power 2nd level (\({E}_{Haar}^{2}\)) | ||
45 | Haar Relative Power 3rd level (\({E}_{Haar}^{3}\)) | ||
46 | Haar Relative Power 4th level (\({E}_{Haar}^{4}\)) | ||
47 | Haar Relative Power 5th level (\({E}_{Haar}^{5}\)) | ||
48 | Haar Relative Power 6th level (\({E}_{Haar}^{6}\)) | ||
49 | Db10 Relative Power 1st level (\({E}_{Db10}^{1}\)) | ||
50 | Db10 Relative Power 2nd level (\({E}_{Db10}^{2}\)) | ||
51 | Db10 Relative Power 3rd level (\({E}_{Db10}^{3}\)) | ||
52 | Db10 Relative Power 4th level (\({E}_{Db10}^{4}\)) | ||
53 | Db10 Relative Power 5th level (\({E}_{Db10}^{5}\)) | ||
54 | Db10 Relative Power 6th level (\({E}_{Db10}^{6}\)) |
