Table 5
Open in new tab

The performance of SCSMDA under different embedding sizes on MDAD, aBiofilm and DrugVirus datasets.

DatasetEmbedding sizeACCAUCAUPRCMCCF1
MDAD160.8582|$\pm $| 0.00520.9478|${\pm }$|0.00310.9243|${\pm }$|0.00450.7329|${\pm }$|0.01210.8409|${\pm }$|0.0027
320.8659|${\pm }$|0.00360.9506|${\pm }$|0.00190.9364|${\pm }$|0.00440.7352|${\pm }$|0.00620.8485|${\pm }$|0.0027
640.8701|${\pm }$|0.00450.9548|${\pm }$|0.00220.9409|${\pm }$|0.00270.7365|${\pm }$|0.00610.8504|${\pm }$|0.0036
1280.8791|${\pm }$|0.00540.9573|${\pm }$|0.00200.9464|${\pm }$|0.00330.7261|${\pm }$|0.00250.8528|${\pm }$|0.0008
2560.8651|${\pm }$|0.00300.9511|${\pm }$|0.00430.9389|${\pm }$|0.00680.7008|${\pm }$|0.02490.8477|${\pm }$|0.0181
5120.8304|${\pm }$|0.01310.9446|${\pm }$|0.00350.9330|${\pm }$|0.00440.7093|${\pm }$|0.01560.8491|${\pm }$|0.0095
aBiofilm160.8824|${\pm }$|0.00130.9538|${\pm }$|0.00280.9491|${\pm }$|0.00820.7316|${\pm }$|0.00130.8627|${\pm }$|0.0081
320.8907|${\pm }$|0.00770.9633|${\pm }$|0.00110.9430|${\pm }$|0.00290.7384|${\pm }$|0.01610.8590|${\pm }$|0.0112
640.8915|${\pm }$|0.00700.9644|${\pm }$|0.00410.9485|${\pm }$|0.00490.7367|${\pm }$|0.00770.8576|${\pm }$|0.0037
1280.8919|${\pm }$|0.00170.9658|${\pm }$|0.00260.9450|${\pm }$|0.00370.7393|${\pm }$|0.00410.8592|${\pm }$|0.0031
2560.8864|${\pm }$|0.00290.9632|${\pm }$|0.00030.9426|${\pm }$|0.00060.7317|${\pm }$|0.00600.8542|${\pm }$|0.0035
5120.8762|${\pm }$|0.00720.9560|${\pm }$|0.00850.9388|${\pm }$|0.00710.7249|${\pm }$|0.00040.8371|${\pm }$|0.0007
DrugVirus160.8071|${\pm }$|0.01000.8748|${\pm }$|0.00880.8469|${\pm }$|0.01210.6002|${\pm }$|0.01720.7845|${\pm }$|0.0059
320.8165|${\pm }$|0.01320.8843|${\pm }$|0.00070.8575|${\pm }$|0.01090.6027|${\pm }$|0.01170.7899|${\pm }$|0.0048
640.8196|${\pm }$|0.00800.8861|${\pm }$|0.01100.8572|${\pm }$|0.01730.6109|${\pm }$|0.02720.7955|${\pm }$|0.0148
1280.8133|${\pm }$|0.00820.8834|${\pm }$|0.00640.8637|${\pm }$|0.00960.6141|${\pm }$|0.00630.7981|${\pm }$|0.0016
2560.8096|${\pm }$|0.00320.8769|${\pm }$|0.00280.8611|${\pm }$|0.00690.6218|${\pm }$|0.00920.7979|${\pm }$|0.0076
5120.8031|${\pm }$|0.00240.8713|${\pm }$|0.00260.8624|${\pm }$|0.00140.5974|${\pm }$|0.02120.7881|${\pm }$|0.0121
DatasetEmbedding sizeACCAUCAUPRCMCCF1
MDAD160.8582|$\pm $| 0.00520.9478|${\pm }$|0.00310.9243|${\pm }$|0.00450.7329|${\pm }$|0.01210.8409|${\pm }$|0.0027
320.8659|${\pm }$|0.00360.9506|${\pm }$|0.00190.9364|${\pm }$|0.00440.7352|${\pm }$|0.00620.8485|${\pm }$|0.0027
640.8701|${\pm }$|0.00450.9548|${\pm }$|0.00220.9409|${\pm }$|0.00270.7365|${\pm }$|0.00610.8504|${\pm }$|0.0036
1280.8791|${\pm }$|0.00540.9573|${\pm }$|0.00200.9464|${\pm }$|0.00330.7261|${\pm }$|0.00250.8528|${\pm }$|0.0008
2560.8651|${\pm }$|0.00300.9511|${\pm }$|0.00430.9389|${\pm }$|0.00680.7008|${\pm }$|0.02490.8477|${\pm }$|0.0181
5120.8304|${\pm }$|0.01310.9446|${\pm }$|0.00350.9330|${\pm }$|0.00440.7093|${\pm }$|0.01560.8491|${\pm }$|0.0095
aBiofilm160.8824|${\pm }$|0.00130.9538|${\pm }$|0.00280.9491|${\pm }$|0.00820.7316|${\pm }$|0.00130.8627|${\pm }$|0.0081
320.8907|${\pm }$|0.00770.9633|${\pm }$|0.00110.9430|${\pm }$|0.00290.7384|${\pm }$|0.01610.8590|${\pm }$|0.0112
640.8915|${\pm }$|0.00700.9644|${\pm }$|0.00410.9485|${\pm }$|0.00490.7367|${\pm }$|0.00770.8576|${\pm }$|0.0037
1280.8919|${\pm }$|0.00170.9658|${\pm }$|0.00260.9450|${\pm }$|0.00370.7393|${\pm }$|0.00410.8592|${\pm }$|0.0031
2560.8864|${\pm }$|0.00290.9632|${\pm }$|0.00030.9426|${\pm }$|0.00060.7317|${\pm }$|0.00600.8542|${\pm }$|0.0035
5120.8762|${\pm }$|0.00720.9560|${\pm }$|0.00850.9388|${\pm }$|0.00710.7249|${\pm }$|0.00040.8371|${\pm }$|0.0007
DrugVirus160.8071|${\pm }$|0.01000.8748|${\pm }$|0.00880.8469|${\pm }$|0.01210.6002|${\pm }$|0.01720.7845|${\pm }$|0.0059
320.8165|${\pm }$|0.01320.8843|${\pm }$|0.00070.8575|${\pm }$|0.01090.6027|${\pm }$|0.01170.7899|${\pm }$|0.0048
640.8196|${\pm }$|0.00800.8861|${\pm }$|0.01100.8572|${\pm }$|0.01730.6109|${\pm }$|0.02720.7955|${\pm }$|0.0148
1280.8133|${\pm }$|0.00820.8834|${\pm }$|0.00640.8637|${\pm }$|0.00960.6141|${\pm }$|0.00630.7981|${\pm }$|0.0016
2560.8096|${\pm }$|0.00320.8769|${\pm }$|0.00280.8611|${\pm }$|0.00690.6218|${\pm }$|0.00920.7979|${\pm }$|0.0076
5120.8031|${\pm }$|0.00240.8713|${\pm }$|0.00260.8624|${\pm }$|0.00140.5974|${\pm }$|0.02120.7881|${\pm }$|0.0121

Note: The best results are marked in bold.

Table 5
Open in new tab

The performance of SCSMDA under different embedding sizes on MDAD, aBiofilm and DrugVirus datasets.

DatasetEmbedding sizeACCAUCAUPRCMCCF1
MDAD160.8582|$\pm $| 0.00520.9478|${\pm }$|0.00310.9243|${\pm }$|0.00450.7329|${\pm }$|0.01210.8409|${\pm }$|0.0027
320.8659|${\pm }$|0.00360.9506|${\pm }$|0.00190.9364|${\pm }$|0.00440.7352|${\pm }$|0.00620.8485|${\pm }$|0.0027
640.8701|${\pm }$|0.00450.9548|${\pm }$|0.00220.9409|${\pm }$|0.00270.7365|${\pm }$|0.00610.8504|${\pm }$|0.0036
1280.8791|${\pm }$|0.00540.9573|${\pm }$|0.00200.9464|${\pm }$|0.00330.7261|${\pm }$|0.00250.8528|${\pm }$|0.0008
2560.8651|${\pm }$|0.00300.9511|${\pm }$|0.00430.9389|${\pm }$|0.00680.7008|${\pm }$|0.02490.8477|${\pm }$|0.0181
5120.8304|${\pm }$|0.01310.9446|${\pm }$|0.00350.9330|${\pm }$|0.00440.7093|${\pm }$|0.01560.8491|${\pm }$|0.0095
aBiofilm160.8824|${\pm }$|0.00130.9538|${\pm }$|0.00280.9491|${\pm }$|0.00820.7316|${\pm }$|0.00130.8627|${\pm }$|0.0081
320.8907|${\pm }$|0.00770.9633|${\pm }$|0.00110.9430|${\pm }$|0.00290.7384|${\pm }$|0.01610.8590|${\pm }$|0.0112
640.8915|${\pm }$|0.00700.9644|${\pm }$|0.00410.9485|${\pm }$|0.00490.7367|${\pm }$|0.00770.8576|${\pm }$|0.0037
1280.8919|${\pm }$|0.00170.9658|${\pm }$|0.00260.9450|${\pm }$|0.00370.7393|${\pm }$|0.00410.8592|${\pm }$|0.0031
2560.8864|${\pm }$|0.00290.9632|${\pm }$|0.00030.9426|${\pm }$|0.00060.7317|${\pm }$|0.00600.8542|${\pm }$|0.0035
5120.8762|${\pm }$|0.00720.9560|${\pm }$|0.00850.9388|${\pm }$|0.00710.7249|${\pm }$|0.00040.8371|${\pm }$|0.0007
DrugVirus160.8071|${\pm }$|0.01000.8748|${\pm }$|0.00880.8469|${\pm }$|0.01210.6002|${\pm }$|0.01720.7845|${\pm }$|0.0059
320.8165|${\pm }$|0.01320.8843|${\pm }$|0.00070.8575|${\pm }$|0.01090.6027|${\pm }$|0.01170.7899|${\pm }$|0.0048
640.8196|${\pm }$|0.00800.8861|${\pm }$|0.01100.8572|${\pm }$|0.01730.6109|${\pm }$|0.02720.7955|${\pm }$|0.0148
1280.8133|${\pm }$|0.00820.8834|${\pm }$|0.00640.8637|${\pm }$|0.00960.6141|${\pm }$|0.00630.7981|${\pm }$|0.0016
2560.8096|${\pm }$|0.00320.8769|${\pm }$|0.00280.8611|${\pm }$|0.00690.6218|${\pm }$|0.00920.7979|${\pm }$|0.0076
5120.8031|${\pm }$|0.00240.8713|${\pm }$|0.00260.8624|${\pm }$|0.00140.5974|${\pm }$|0.02120.7881|${\pm }$|0.0121
DatasetEmbedding sizeACCAUCAUPRCMCCF1
MDAD160.8582|$\pm $| 0.00520.9478|${\pm }$|0.00310.9243|${\pm }$|0.00450.7329|${\pm }$|0.01210.8409|${\pm }$|0.0027
320.8659|${\pm }$|0.00360.9506|${\pm }$|0.00190.9364|${\pm }$|0.00440.7352|${\pm }$|0.00620.8485|${\pm }$|0.0027
640.8701|${\pm }$|0.00450.9548|${\pm }$|0.00220.9409|${\pm }$|0.00270.7365|${\pm }$|0.00610.8504|${\pm }$|0.0036
1280.8791|${\pm }$|0.00540.9573|${\pm }$|0.00200.9464|${\pm }$|0.00330.7261|${\pm }$|0.00250.8528|${\pm }$|0.0008
2560.8651|${\pm }$|0.00300.9511|${\pm }$|0.00430.9389|${\pm }$|0.00680.7008|${\pm }$|0.02490.8477|${\pm }$|0.0181
5120.8304|${\pm }$|0.01310.9446|${\pm }$|0.00350.9330|${\pm }$|0.00440.7093|${\pm }$|0.01560.8491|${\pm }$|0.0095
aBiofilm160.8824|${\pm }$|0.00130.9538|${\pm }$|0.00280.9491|${\pm }$|0.00820.7316|${\pm }$|0.00130.8627|${\pm }$|0.0081
320.8907|${\pm }$|0.00770.9633|${\pm }$|0.00110.9430|${\pm }$|0.00290.7384|${\pm }$|0.01610.8590|${\pm }$|0.0112
640.8915|${\pm }$|0.00700.9644|${\pm }$|0.00410.9485|${\pm }$|0.00490.7367|${\pm }$|0.00770.8576|${\pm }$|0.0037
1280.8919|${\pm }$|0.00170.9658|${\pm }$|0.00260.9450|${\pm }$|0.00370.7393|${\pm }$|0.00410.8592|${\pm }$|0.0031
2560.8864|${\pm }$|0.00290.9632|${\pm }$|0.00030.9426|${\pm }$|0.00060.7317|${\pm }$|0.00600.8542|${\pm }$|0.0035
5120.8762|${\pm }$|0.00720.9560|${\pm }$|0.00850.9388|${\pm }$|0.00710.7249|${\pm }$|0.00040.8371|${\pm }$|0.0007
DrugVirus160.8071|${\pm }$|0.01000.8748|${\pm }$|0.00880.8469|${\pm }$|0.01210.6002|${\pm }$|0.01720.7845|${\pm }$|0.0059
320.8165|${\pm }$|0.01320.8843|${\pm }$|0.00070.8575|${\pm }$|0.01090.6027|${\pm }$|0.01170.7899|${\pm }$|0.0048
640.8196|${\pm }$|0.00800.8861|${\pm }$|0.01100.8572|${\pm }$|0.01730.6109|${\pm }$|0.02720.7955|${\pm }$|0.0148
1280.8133|${\pm }$|0.00820.8834|${\pm }$|0.00640.8637|${\pm }$|0.00960.6141|${\pm }$|0.00630.7981|${\pm }$|0.0016
2560.8096|${\pm }$|0.00320.8769|${\pm }$|0.00280.8611|${\pm }$|0.00690.6218|${\pm }$|0.00920.7979|${\pm }$|0.0076
5120.8031|${\pm }$|0.00240.8713|${\pm }$|0.00260.8624|${\pm }$|0.00140.5974|${\pm }$|0.02120.7881|${\pm }$|0.0121

Note: The best results are marked in bold.

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