{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T13:37:55Z","timestamp":1762781875211},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,1,18]],"date-time":"2015-01-18T00:00:00Z","timestamp":1421539200000},"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":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2018,1]]},"DOI":"10.1007\/s13042-015-0329-6","type":"journal-article","created":{"date-parts":[[2015,1,17]],"date-time":"2015-01-17T05:38:30Z","timestamp":1421473110000},"page":"145-161","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":42,"title":["Robust image watermarking scheme in lifting wavelet domain using GA-LSVR hybridization"],"prefix":"10.1007","volume":"9","author":[{"given":"Rajesh","family":"Mehta","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Navin","family":"Rajpal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Virendra P.","family":"Vishwakarma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,1,18]]},"reference":[{"issue":"7","key":"329_CR1","doi-asserted-by":"crossref","first-page":"1135","DOI":"10.1016\/j.jvcir.2013.07.007","volume":"24","author":"C Agarwal","year":"2013","unstructured":"Agarwal C, Mishra A, Sharma A (2013) Gray-scale image watermarking using GA-BPN hybrid network. J Vis Commun Image R. 24(7):1135\u20131146","journal-title":"J Vis Commun Image R."},{"issue":"1","key":"329_CR2","doi-asserted-by":"crossref","first-page":"428","DOI":"10.1016\/j.ijleo.2013.06.082","volume":"125","author":"M Ali","year":"2014","unstructured":"Ali M, Ahn CW, Pant M (2014) A robust image watermarking technique using SVD and differential evolution in DCT domain. Optik 125(1):428\u2013434","journal-title":"Optik"},{"issue":"5","key":"329_CR3","doi-asserted-by":"crossref","first-page":"386","DOI":"10.1016\/j.aeue.2007.02.010","volume":"62","author":"V Aslantas","year":"2008","unstructured":"Aslantas V (2008) A singular value decomposition based image watermarking using genetic algorithm. Int J Electron Commun 62(5):386\u2013394","journal-title":"Int J Electron Commun"},{"key":"329_CR4","doi-asserted-by":"crossref","first-page":"3077","DOI":"10.1016\/j.eswa.2008.01.027","volume":"36","author":"Engin Avci","year":"2009","unstructured":"Avci Engin, Avci Derya (2009) An expert system based on fuzzy entropy for automatic threshold selection in image processing. Expert Syst Appl 36:3077\u20133085","journal-title":"Expert Syst Appl"},{"issue":"12","key":"329_CR5","doi-asserted-by":"crossref","first-page":"8784","DOI":"10.1016\/j.eswa.2010.06.028","volume":"37","author":"S Balasundaram","year":"2010","unstructured":"Balasundaram S, Kapil (2010) On Lagrangian support vector regression. Expert Syst Appl 37(12):8784\u20138792","journal-title":"Expert Syst Appl"},{"key":"329_CR6","doi-asserted-by":"crossref","first-page":"S257","DOI":"10.1007\/s00521-012-0971-9","volume":"22","author":"S Balasundaram","year":"2013","unstructured":"Balasundaram S, Tanveer M (2013) On Lagrangian twin support vector regression. Neural Comput Appl 22:S257\u2013S267","journal-title":"Neural Comput Appl"},{"key":"329_CR7","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1147\/sj.353.0313","volume":"25","author":"W Bender","year":"1996","unstructured":"Bender W, Gruhl D, Morimoto N, Lu A (1996) Techniques for data hiding. IBM Syst J. 25:313\u2013335","journal-title":"IBM Syst J."},{"issue":"3","key":"329_CR8","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1016\/j.patcog.2009.08.020","volume":"43","author":"GY Chen","year":"2010","unstructured":"Chen GY, Kegl B (2010) Invariant pattern recognition using contourlets and AdaBoost. Pattern Recogn 43(3):579\u2013583","journal-title":"Pattern Recogn"},{"issue":"8","key":"329_CR9","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1631\/jzus.C1100338","volume":"13","author":"HY Chen","year":"2012","unstructured":"Chen HY, Zhu YS (2012) A robust watermarking algorithm based on QR factorization and DCT using quantization index modulation technique. J Zhejiang Univ-Sci C (Comput & Electron) 13(8):573\u2013584","journal-title":"J Zhejiang Univ-Sci C (Comput & Electron)"},{"issue":"1","key":"329_CR10","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1109\/TMM.2003.808816","volume":"5","author":"W-C Chu","year":"2003","unstructured":"Chu W-C (2003) DCT based image watermarking using sub-sampling. IEEE Trans Multimed 5(1):34\u201338","journal-title":"IEEE Trans Multimed"},{"issue":"6","key":"329_CR11","doi-asserted-by":"crossref","first-page":"1673","DOI":"10.1109\/83.650120","volume":"12","author":"IJ Cox","year":"1997","unstructured":"Cox IJ, Kilian J, Leighton FT, Shamoon T (1997) Secure spread spectrum watermarking for multimedia. IEEE Trans Image Process 12(6):1673\u20131687","journal-title":"IEEE Trans Image Process"},{"issue":"3","key":"329_CR12","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1007\/BF02476026","volume":"4","author":"I Daubeches","year":"1998","unstructured":"Daubeches I, Sweldens W (1998) Factoring wavelet transform into lifting steps. J Fourier Anal Appl 4(3):247\u2013269","journal-title":"J Fourier Anal Appl"},{"key":"329_CR13","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1007\/s10462-012-9336-0","volume":"42","author":"S Ding","year":"2014","unstructured":"Ding S, Yu J, Huang B-QH (2014) An overview on twin support vector machines. Artif Intell Rev 42:245\u2013252","journal-title":"Artif Intell Rev"},{"key":"329_CR14","first-page":"838","volume-title":"CIS 2005, Part II, LNAI","author":"W Fan","year":"2005","unstructured":"Fan W, Chen J, Zhen J (2005) SPIHT algorithm based on fast lifting wavelet transform in image compression. In: Hao Y et al (eds) CIS 2005, Part II, LNAI, vol 3802., pp 838\u2013844"},{"key":"329_CR15","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.neucom.2011.10.028","volume":"82","author":"G Feng","year":"2012","unstructured":"Feng G, Qian Z, Dai N (2012) Reversible watermarking via extreme learning machine prediction. Neurocomputing 82:62\u201368","journal-title":"Neurocomputing"},{"key":"329_CR16","volume-title":"Genetic algorithms and engineering design","author":"M Gen","year":"1997","unstructured":"Gen M, Cheng R (1997) Genetic algorithms and engineering design. Wiley, New York"},{"issue":"21","key":"329_CR17","first-page":"3164","volume":"16","author":"R Halder","year":"2010","unstructured":"Halder R, Pal S, Cortesi A (2010) Watermarking techniques for relational databases: survey, classifications and comparison. J Univers Comput Sci 16(21):3164\u20133190","journal-title":"J Univers Comput Sci"},{"key":"329_CR18","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1007\/s00500-008-0333-9","volume":"13","author":"H-C Huang","year":"2009","unstructured":"Huang H-C, Chu C-M, Pan J-S (2009) The optimized copyright protection scheme with genetic watermarking. Soft Comput 13:333\u2013343","journal-title":"Soft Comput"},{"issue":"1","key":"329_CR19","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/s13042-012-0072-1","volume":"4","author":"R Khemchandani","year":"2013","unstructured":"Khemchandani R, Karpatne A, Chandra S (2013) Twin support vector regression for the simultaneous learning of a function and its derivatives. Int J Mach Learn Cybernet 4(1):51\u201363","journal-title":"Int J Mach Learn Cybernet"},{"key":"329_CR20","volume-title":"Fuzzy sets and Fuzzy logic: theory and applications","author":"GJ Klir","year":"1995","unstructured":"Klir GJ, Yuan B (1995) Fuzzy sets and Fuzzy logic: theory and applications. Prentice Hall, New Jersey"},{"issue":"9","key":"329_CR21","doi-asserted-by":"crossref","first-page":"1985","DOI":"10.1016\/j.sigpro.2011.12.021","volume":"92","author":"B Lei","year":"2012","unstructured":"Lei B, Soon I-Y, Zhou F, Li Z, Lei H (2012) A robust audio watermarking scheme based on lifting wavelet transform and singular value decomposition. Sig Process 92(9):1985\u20132001","journal-title":"Sig Process"},{"issue":"9","key":"329_CR22","doi-asserted-by":"crossref","first-page":"11509","DOI":"10.1016\/j.eswa.2009.03.060","volume":"36","author":"WH Lin","year":"2009","unstructured":"Lin WH, Wang YR, Hong SJ, Kao TW, Pan Y (2009) A blind watermarking method using maximum wavelet coefficient quantization. Expert Syst Appl 36(9):11509\u201311516","journal-title":"Expert Syst Appl"},{"key":"329_CR23","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1007\/978-3-642-13681-8_46","volume":"6134","author":"K Loukhaoukha","year":"2010","unstructured":"Loukhaoukha K, Chouinard J-Y, Taieb M-H (2010) Multi-Objective genetic algorithm optimization for image watermarking based on singular value decomposition and Lifting wavelet transform. Lect Notes Comput Sci (LNCS) 6134:394\u2013403","journal-title":"Lect Notes Comput Sci (LNCS)"},{"issue":"1","key":"329_CR24","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.jss.2012.06.057","volume":"86","author":"SP Maity","year":"2013","unstructured":"Maity SP, Maity S, Sil J, Delpha C (2013) Collusion resilient spread spectrum watermarking in M-band wavelet using GA-fuzzy hybridization. J Syst Softw 86(1):47\u201359","journal-title":"J Syst Softw"},{"key":"329_CR25","first-page":"161","volume":"1","author":"OL Mangasarian","year":"2001","unstructured":"Mangasarian OL, Musciant DR (2001) Lagrangian support vector machines. J Mach Learn Res 1:161\u2013177","journal-title":"J Mach Learn Res"},{"key":"329_CR26","doi-asserted-by":"crossref","unstructured":"Mehta R, Mishra A, Singh R, Rajpal N (2010) Digital watermarking in DCT domain using finite newton support vector regression. In: IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing IIH-MSP (2010), pp 123\u2013126","DOI":"10.1109\/IIHMSP.2010.38"},{"key":"329_CR27","doi-asserted-by":"crossref","unstructured":"Mehta R, Rajpal N, Vishwakarma VP (2014) Subband discrete cosine transform based grayscale image watermarking using general regression neural network. Int J Signal Imaging Syst. ISSN online: 1748-0701 (forthcoming articles)","DOI":"10.1504\/IJSISE.2015.072927"},{"issue":"3","key":"329_CR28","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1016\/S0165-1684(98)00017-6","volume":"66","author":"N Nikolaidis","year":"1998","unstructured":"Nikolaidis N, Pitas I (1998) Robust image watermarking in the spatial domain. Sig Process 66(3):385\u2013403","journal-title":"Sig Process"},{"issue":"4","key":"329_CR29","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1007\/s13042-013-0153-9","volume":"5","author":"RP Pablo","year":"2014","unstructured":"Pablo RP, Juan CR, Rosiles JG (2014) A nonlinear least squares quasi-Newton strategy for LP-SVR hyper-parameters selection. Int J Mach Learn Cybernet 5(4):579\u2013597","journal-title":"Int J Mach Learn Cybernet"},{"key":"329_CR30","doi-asserted-by":"crossref","unstructured":"Peng J, Zhang D (2009) Image encryption and chaotic cellular neural network. In: Tsai JJP, Yu PS (eds) Machine learning in cyber trust. Springer, New York, pp 183\u2013213","DOI":"10.1007\/978-0-387-88735-7_8"},{"key":"329_CR31","doi-asserted-by":"crossref","first-page":"1470","DOI":"10.1016\/j.jss.2010.03.006","volume":"83","author":"H Peng","year":"2010","unstructured":"Peng H, Wang J, Wang W (2010) Image watermarking method in multiwavelet domain based on support vector machines. J Syst Softw 83:1470\u20131477","journal-title":"J Syst Softw"},{"key":"329_CR32","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1007\/11881070_68","volume":"4221","author":"CR Piao","year":"2006","unstructured":"Piao CR, Beack S, Woo D-M, Han S-S (2006) A blind watermarking algorithm based on HVS and RBF neural network for digital image. Lect Notes Comput Sci (LNCS) 4221:493\u2013496","journal-title":"Lect Notes Comput Sci (LNCS)"},{"key":"329_CR33","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.neunet.2012.07.011","volume":"35","author":"Z Qi","year":"2012","unstructured":"Qi Z, Tian Y, Shi Y (2012) Laplacian twin support vector machine for semi-supervised classification. Neural Netw 35:46\u201353","journal-title":"Neural Netw"},{"issue":"6","key":"329_CR34","doi-asserted-by":"crossref","first-page":"1480","DOI":"10.1016\/j.sigpro.2011.12.006","volume":"92","author":"S Rawat","year":"2012","unstructured":"Rawat S, Raman B (2012) A blind watermarking algorithm based on fractional Fourier transform and visual cryptography. Sig Process 92(6):1480\u20131491","journal-title":"Sig Process"},{"key":"329_CR35","unstructured":"Sharmila T, Kumar K (2012) Efficient analysis of hybrid direction lifting technique for satellite image denoising. Signal Image Video Process. Springer-Verlag London Limited, ISSN: (2012): 863\u20131703"},{"issue":"1","key":"329_CR36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jss.2005.02.013","volume":"78","author":"R Shen","year":"2005","unstructured":"Shen R, Fu Y, Lu H (2005) A novel image watermarking scheme based on support vector regression. J Syst Softw 78(1):1\u20138","journal-title":"J Syst Softw"},{"issue":"2","key":"329_CR37","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1006\/acha.1996.0015","volume":"3","author":"W Sweldens","year":"1996","unstructured":"Sweldens W (1996) The lifting scheme: a custom design construction of biorthogonal wavelets. Appl Comput Harmonic Anal 3(2):186\u2013200","journal-title":"Appl Comput Harmonic Anal"},{"key":"329_CR38","first-page":"314","volume":"87","author":"H Tao","year":"2010","unstructured":"Tao H, Zain JM, Ahmed N, Hingwu Q (2010) An implementation of digital image watermarking based on particle swarm optimization. CCIS 87:314\u2013320","journal-title":"CCIS"},{"key":"329_CR39","doi-asserted-by":"publisher","DOI":"10.1007\/s11760-013-0603-6","author":"VS Verma","year":"2014","unstructured":"Verma VS, Jha RK (2014) Improved watermarking technique based on significant difference of lifting wavelet coefficients. SIViP. doi: 10.1007\/s11760-013-0603-6","journal-title":"SIViP"},{"issue":"24","key":"329_CR40","doi-asserted-by":"crossref","first-page":"5501","DOI":"10.1016\/j.ins.2011.07.040","volume":"181","author":"J Wang","year":"2011","unstructured":"Wang J, Peng H, Shi P (2011) An optimal image watermarking approach based on multi-objective genetic algorithm. Inf Sci 181(24):5501\u20135514","journal-title":"Inf Sci"},{"key":"329_CR41","doi-asserted-by":"crossref","first-page":"514","DOI":"10.1016\/j.asoc.2009.12.011","volume":"11","author":"Y Wang","year":"2011","unstructured":"Wang Y, Wong KW, Liao X, Chen G (2011) A new chaos based fast image encryption algorithm. Appl Soft Comput 11:514\u2013522","journal-title":"Appl Soft Comput"},{"key":"329_CR42","doi-asserted-by":"crossref","unstructured":"Wu L, deng W, Zhang J, He D (2009) Arnold transformation algorithm and anti Arnold transformation algorithm. In: Proceedings of 1st International Conference on Information Science and Engineering (ICISE) 2009. pp 1164\u20131167","DOI":"10.1109\/ICISE.2009.347"},{"key":"329_CR43","doi-asserted-by":"publisher","DOI":"10.1007\/s13042-013-0200-6","author":"S Zheng","year":"2013","unstructured":"Zheng S (2013) A fast algorithm for training support vector regression via smoothed primal function minimization. Int J Mach Learn Cybernet. doi: 10.1007\/s13042-013-0200-6","journal-title":"Int J Mach Learn Cybernet"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-015-0329-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0329-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0329-6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0329-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,19]],"date-time":"2019-08-19T20:16:06Z","timestamp":1566245766000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-015-0329-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,1,18]]},"references-count":43,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2018,1]]}},"alternative-id":["329"],"URL":"https:\/\/doi.org\/10.1007\/s13042-015-0329-6","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,1,18]]}}}