Malware prediction technique based on program gene
With the development of Internet technology,malicious programs have risen explosively.In the face of executable files without source,the current mainstream malware detection uses feature detection based on similarity,with lack of analysis of malicious sources.To resolve this status,the definition of...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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POSTS&TELECOM PRESS Co., LTD
2018-08-01
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| Series: | 网络与信息安全学报 |
| Subjects: | |
| Online Access: | http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018069 |
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| _version_ | 1850111296538673152 |
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| author | Da XIAO Bohan LIU Baojiang CUI Xiaochen WANG Suoxing ZHANG |
| author_facet | Da XIAO Bohan LIU Baojiang CUI Xiaochen WANG Suoxing ZHANG |
| author_sort | Da XIAO |
| collection | DOAJ |
| description | With the development of Internet technology,malicious programs have risen explosively.In the face of executable files without source,the current mainstream malware detection uses feature detection based on similarity,with lack of analysis of malicious sources.To resolve this status,the definition of program gene was raised,a generic method of extracting program gene was designed,and a malicious program prediction method was proposed based on program gene.Utilizing machine learning and deep-learning algorithms,the forecasting system has good prediction ability,with the accuracy rate of 99.3% in the deep-learning model,which validates the role of program gene theory in the field of malicious program analysis. |
| format | Article |
| id | doaj-art-e26206980f4344bd9da458e45732545e |
| institution | OA Journals |
| issn | 2096-109X |
| language | English |
| publishDate | 2018-08-01 |
| publisher | POSTS&TELECOM PRESS Co., LTD |
| record_format | Article |
| series | 网络与信息安全学报 |
| spelling | doaj-art-e26206980f4344bd9da458e45732545e2025-08-20T02:37:38ZengPOSTS&TELECOM PRESS Co., LTD网络与信息安全学报2096-109X2018-08-014213059553969Malware prediction technique based on program geneDa XIAOBohan LIUBaojiang CUIXiaochen WANGSuoxing ZHANGWith the development of Internet technology,malicious programs have risen explosively.In the face of executable files without source,the current mainstream malware detection uses feature detection based on similarity,with lack of analysis of malicious sources.To resolve this status,the definition of program gene was raised,a generic method of extracting program gene was designed,and a malicious program prediction method was proposed based on program gene.Utilizing machine learning and deep-learning algorithms,the forecasting system has good prediction ability,with the accuracy rate of 99.3% in the deep-learning model,which validates the role of program gene theory in the field of malicious program analysis.http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018069program genedynamic analysisbasic blockmalware prediction |
| spellingShingle | Da XIAO Bohan LIU Baojiang CUI Xiaochen WANG Suoxing ZHANG Malware prediction technique based on program gene 网络与信息安全学报 program gene dynamic analysis basic block malware prediction |
| title | Malware prediction technique based on program gene |
| title_full | Malware prediction technique based on program gene |
| title_fullStr | Malware prediction technique based on program gene |
| title_full_unstemmed | Malware prediction technique based on program gene |
| title_short | Malware prediction technique based on program gene |
| title_sort | malware prediction technique based on program gene |
| topic | program gene dynamic analysis basic block malware prediction |
| url | http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018069 |
| work_keys_str_mv | AT daxiao malwarepredictiontechniquebasedonprogramgene AT bohanliu malwarepredictiontechniquebasedonprogramgene AT baojiangcui malwarepredictiontechniquebasedonprogramgene AT xiaochenwang malwarepredictiontechniquebasedonprogramgene AT suoxingzhang malwarepredictiontechniquebasedonprogramgene |