Research Article
Real-Time Malware Process Detection and Automated Process Killing
Table 1
Real-time malware detection literature problems considered.
| | Problem considered | | Ref. | (1) Signal separation | (2) Early detection | (3) Quick classification/latency | (4) Impact of automated actions | Resource consumption | Real-time tested | Malware types | OS | # Samples | Features | Algorithm |
| [19] | | | X | | X | | General | Linux | 200 | HPCs | Boosted DT | [15] | | | X | | X | | General | Linux | 200 | HPCs | Boosted DT | [20] | | X | X | | X | X | General | Linux | 798 | API calls | MLP | [21] | | X | | | X | X | General | Windows | 1,554 | Memory addresses, instructions | NN | [22] | | | X | | | X | General | Windows, linux | 500 | API calls | NN | [23] | X | X | X | | | X | General | Windows | 9,992 | API calls | RF + NN | [24] | | X | X | X | | X | Crypto ransomware | Windows | 497 | File data | Rules |
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