{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T12:16:33Z","timestamp":1763468193443},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2014,7,24]],"date-time":"2014-07-24T00:00:00Z","timestamp":1406160000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Comput Virol Hack Tech"],"published-print":{"date-parts":[[2015,11]]},"DOI":"10.1007\/s11416-014-0220-0","type":"journal-article","created":{"date-parts":[[2014,7,23]],"date-time":"2014-07-23T06:29:46Z","timestamp":1406096986000},"page":"203-216","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["Singular value decomposition and metamorphic detection"],"prefix":"10.1007","volume":"11","author":[{"given":"Ranjith Kumar","family":"Jidigam","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas H.","family":"Austin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark","family":"Stamp","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,7,24]]},"reference":[{"key":"220_CR1","unstructured":"Arfken, G.: Diagonalization of matrices. In: Mathematical Methods for Physicists, 3rd edn, pp. 217\u2013229. Academic Press, New York (1985)"},{"key":"220_CR2","unstructured":"Wikipedia: Singular value decomposition. http:\/\/en.wikipedia.org\/wiki\/Singular_value_decomposition (2014). Accessed 19 July 2014"},{"key":"220_CR3","unstructured":"Austin, D.: We recommend a singular value decomposition. http:\/\/www.ams.org\/samplings\/feature-column\/fcarc-svd . Accessed 19 Jul 2014"},{"key":"220_CR4","doi-asserted-by":"crossref","unstructured":"Austin, T., Filiol, E., Josse, S., Stamp, M.: Exploring hidden Markov models for virus analysis: a semantic approach. In: 46th Hawaii International Conference on System Sciences (HICSS 46), pp. 5039\u20135048 (2012)","DOI":"10.1109\/HICSS.2013.217"},{"key":"220_CR5","volume-title":"Computer Viruses and Malware","author":"J Aycock","year":"2006","unstructured":"Aycock, J.: Computer Viruses and Malware. Springer, Berlin (2006)"},{"issue":"4","key":"220_CR6","first-page":"179","volume":"9","author":"D Baysa","year":"2013","unstructured":"Baysa, D., Low, R.M., Stamp, M.: Structural entropy and metamorphic malware. J. Comput. Virol. 9(4), 179\u2013192 (2013)","journal-title":"J. Comput. Virol."},{"issue":"3","key":"220_CR7","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s11416-008-0084-2","volume":"4","author":"J Borello","year":"2008","unstructured":"Borello, J., Me, L.: Code obfuscation techniques for metamorphic viruses. J. Comput. Virol. 4(3), 211\u2013220 (2008)","journal-title":"J. Comput. Virol."},{"key":"220_CR8","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1016\/S0031-3203(96)00142-2","volume":"30","author":"AP Bradley","year":"1997","unstructured":"Bradley, A.P.: The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recogn. 30, 1145\u20131159 (1997)","journal-title":"Pattern Recogn."},{"key":"220_CR9","unstructured":"Chess, D.M., White, S.R.: An undetectable computer virus. In: Virus Bulletin Conference September (2000)"},{"key":"220_CR10","unstructured":"Deng, W., et al.: A malware detection framework based on Kolmogorov complexity. J. Computat. Inf. Syst. 7(8):2687\u20132694 (2011). http:\/\/www.jofcis.com\/publishedpapers\/2011_7_8_2687_2694.pdf"},{"issue":"1","key":"220_CR11","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1007\/s11416-013-0193-4","volume":"10","author":"S Deshpande","year":"2014","unstructured":"Deshpande, S., Park, Y., Stamp, M.: Eigenvalue analysis for metamorphic detection. J. Comput. Virol. Hacking. Tech. 10(1), 53\u201365 (2014)","journal-title":"J. Comput. Virol. Hacking. Tech."},{"key":"220_CR12","first-page":"70","volume":"2","author":"E Filiol","year":"2007","unstructured":"Filiol, E.: Metamorphism, formal grammars and undecidable code mutation. Int. J. Comput. Sci. 2, 70\u201375 (2007)","journal-title":"Int. J. Comput. Sci."},{"key":"220_CR13","unstructured":"Hsu, C., Chen, C.: SVD-based projection for face recognition. http:\/\/ieeexplore.ieee.org\/xpl\/articleDetails.jsp?arnumber=4374514 . Accessed 19 July 2014"},{"key":"220_CR14","unstructured":"JAMA. Java matrix package http:\/\/math.nist.gov\/javanumerics\/jama\/ . Accessed 19 July 2014"},{"key":"220_CR15","unstructured":"Jidigam, R.K.: Metamorphic detection using singular value decomposition. Department of Computer Science, San Jose State University, Master\u2019s report (2013)"},{"key":"220_CR16","unstructured":"Lee, J.: Compression-based analysis of metamorphic malware. Department of Computer Science, San Jose State University, Master\u2019s report (2013)"},{"key":"220_CR17","unstructured":"Mean vector and covariance matrix, NIST. http:\/\/www.itl.nist.gov\/div898\/handbook\/pmc\/section5\/pmc541.htm . Accessed 19 July 2014"},{"key":"220_CR18","unstructured":"The Mental Driller, Metamorphism in practice or \u201cHow I made MetaPHOR and what I\u2019ve learnt\u201d (2002). http:\/\/vxheavens.com\/lib\/vmd01.html"},{"key":"220_CR19","doi-asserted-by":"crossref","unstructured":"Noble, W.S.: What is a support vector machine? Nat. Biotechnol. 24(12), 1565\u20131567 (2006). http:\/\/marriottschool.net\/teacher\/IS555\/Other\/SVM_Readings.pdf","DOI":"10.1038\/nbt1206-1565"},{"key":"220_CR20","doi-asserted-by":"crossref","unstructured":"Rabiner, L.R.: A tutorial on hidden Markov models and selected applications in speech recognition. Proc. IEEE 77(2), 257\u2013286 (1989)","DOI":"10.1109\/5.18626"},{"key":"220_CR21","doi-asserted-by":"crossref","unstructured":"Runwal, N., Low, R.M., Stamp, M.: Opcode graph similarity and metamorphic detection. J. Comput. Virol. 8(1\u20132), 37\u201352 (2012)","DOI":"10.1007\/s11416-012-0160-5"},{"issue":"4","key":"220_CR22","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1049\/iet-ifs.2010.0136","volume":"5","author":"M Saleh","year":"2011","unstructured":"Saleh, M., Mohamed, A., Nabi, A.: Eigenviruses for metamorphic virus recognition. IET Inf. Secur. 5(4), 191\u2013198 (2011)","journal-title":"IET Inf. Secur."},{"key":"220_CR23","unstructured":"Shlens, J.: A tutorial on principal component analysis. http:\/\/www.cs.cmu.edu\/~elaw\/papers\/pca.pdf . Accessed 19 July 2014"},{"issue":"3","key":"220_CR24","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/s11416-013-0184-5","volume":"9","author":"G Shanmugam","year":"2013","unstructured":"Shanmugam, G., Low, R.M., Stamp, M.: Simple substitution distance and metamorphic detection. J. Comput. Virol. Hack. Tech. 9(3), 159\u2013170 (2013)","journal-title":"J. Comput. Virol. Hack. Tech."},{"key":"220_CR25","unstructured":"Singular value decomposition, Wolfram MathWorld. http:\/\/mathworld.wolfram.com\/SingularValueDecomposition.html . Accessed 19 July 2014"},{"issue":"4","key":"220_CR26","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1007\/s11416-011-0153-9","volume":"7","author":"I Sorokin","year":"2011","unstructured":"Sorokin, I.: Comparing files using structural entropy. J. Comput. Virol. 7(4), 259\u2013265 (2011)","journal-title":"J. Comput. Virol."},{"issue":"2","key":"220_CR27","first-page":"49","volume":"9","author":"S Sridhara","year":"2013","unstructured":"Sridhara, S., Stamp, M.: Metamorphic worm that carries its own morphing engine. J. Comput. Virol. 9(2), 49\u201358 (2013)","journal-title":"J. Comput. Virol."},{"key":"220_CR28","unstructured":"Stamp, M.: A revealing introduction to hidden Markov models (2012). http:\/\/www.cs.sjsu.edu\/stamp\/RUA\/HMM.pdf"},{"issue":"1","key":"220_CR29","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11416-012-0171-2","volume":"9","author":"AH Toderici","year":"2013","unstructured":"Toderici, A.H., Stamp, M.: Chi-squared distance and metamorphic virus detection. J. Comput. Virol. Hack. Tech. 9(1), 1\u201314 (2013)","journal-title":"J. Comput. Virol. Hack. Tech."},{"issue":"1","key":"220_CR30","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1162\/jocn.1991.3.1.71","volume":"3","author":"MA Turk","year":"2007","unstructured":"Turk, M.A., Pentland, A.P.: Eigenfaces for recognition. J. Cogn. Neurosci. 3(1), 71\u201386 (2007)","journal-title":"J. Cogn. Neurosci."},{"key":"220_CR31","unstructured":"Virus Profile: W32\/NGVCK, McAfee Inc. http:\/\/home.mcafee.com\/virusinfo\/virusprofile.aspx?key=1090050 . Accessed 19 July 2014"},{"issue":"3","key":"220_CR32","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s11416-006-0028-7","volume":"2","author":"W Wong","year":"2006","unstructured":"Wong, W., Stamp, M.: Hunting for metamorphic engines. J. Comput. Virol. 2(3), 211\u2013229 (2006)","journal-title":"J. Comput. Virol."},{"key":"220_CR33","doi-asserted-by":"crossref","unstructured":"You, I., Yim, K.: Malware obfuscation techniques: a brief survey. In: International Conference on Broadband, Wireless Computing, Communication and Applications, pp. 297\u2013300 (2010)","DOI":"10.1109\/BWCCA.2010.85"},{"issue":"3","key":"220_CR34","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1007\/s11416-009-0121-9","volume":"5","author":"P Zbitskiy","year":"2009","unstructured":"Zbitskiy, P.: Code mutation techniques by means of formal grammars and automatons. J. Comput. Virol. 5(3), 199\u2013207 (2009)","journal-title":"J. Comput. Virol."},{"key":"220_CR35","doi-asserted-by":"crossref","unstructured":"Zhou, Y., Inge, M.: Malware detection using adaptive data compression, AISec \u201908. In: Proceedings of the 1st ACM workshop on Workshop on AISec, pp. 53\u201360 (2008)","DOI":"10.1145\/1456377.1456393"},{"issue":"6","key":"220_CR36","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1093\/comjnl\/47.6.627","volume":"47","author":"Z Zuo","year":"2004","unstructured":"Zuo, Z., Zhou, M.: Some further theoretical results about computer viruses. Comput. J. 47(6), 627\u2013633 (2004)","journal-title":"Comput. J."}],"container-title":["Journal of Computer Virology and Hacking Techniques"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11416-014-0220-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11416-014-0220-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11416-014-0220-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,13]],"date-time":"2019-08-13T03:08:02Z","timestamp":1565665682000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11416-014-0220-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,7,24]]},"references-count":36,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2015,11]]}},"alternative-id":["220"],"URL":"https:\/\/doi.org\/10.1007\/s11416-014-0220-0","relation":{},"ISSN":["2263-8733"],"issn-type":[{"value":"2263-8733","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,7,24]]}}}