{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T16:20:21Z","timestamp":1761582021196,"version":"3.37.3"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T00:00:00Z","timestamp":1602288000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T00:00:00Z","timestamp":1602288000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2021,2]]},"DOI":"10.1007\/s11042-020-08693-0","type":"journal-article","created":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T12:02:19Z","timestamp":1602331339000},"page":"5977-5996","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["A statistical framework for breast tumor classification from ultrasonic images"],"prefix":"10.1007","volume":"80","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7842-6253","authenticated-orcid":false,"given":"Amira A.","family":"Mahmoud","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Walid","family":"El-Shafai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Taha E.","family":"Taha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"El-Sayed M.","family":"El-Rabaie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Osama","family":"Zahran","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adel S.","family":"El-Fishawy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fathi E.","family":"Abd El-Samie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,10,10]]},"reference":[{"key":"8693_CR1","doi-asserted-by":"crossref","unstructured":"Barman PC (2011) MRI image segmentation using level set method and implement a medical diagnosis system. Computer Science & Engineering: An International Journal (CSEIJ), vol 1(5)","DOI":"10.5121\/cseij.2011.1501"},{"key":"8693_CR2","doi-asserted-by":"crossref","unstructured":"Camacho J, Pico J, Ferrer A (2010) Corrigendum to the best approaches in the on-line monitoring of batch processes based on PCA: does the modelling structure matter? Anal Chim Acta 658(1)","DOI":"10.1016\/j.aca.2009.10.054"},{"issue":"7","key":"8693_CR3","doi-asserted-by":"publisher","first-page":"2696","DOI":"10.1016\/j.camwa.2011.06.051","volume":"62","author":"W Chen","year":"2011","unstructured":"Chen W, Liu T, Wang B (2011) Ultrasonic image classification based on support vector machine with two independent component features. Computers & Mathematics with Applications 62(7):2696\u20132703","journal-title":"Computers & Mathematics with Applications"},{"key":"8693_CR4","unstructured":"Comparative study of dimensionality reduction techniques using PCA and LDA for content based image retrieval (2015). Conference: International Conference on Computer Science and Information Technology."},{"key":"8693_CR5","doi-asserted-by":"crossref","unstructured":"Ding J, Cheng HD, Huang J, Liu J, Zhang Y (2012) Breast ultrasound image classification technique based on multiple-instance learning. US National Library of Medicine National Institutes of Health 25(5)","DOI":"10.1007\/s10278-012-9499-x"},{"issue":"2","key":"8693_CR6","doi-asserted-by":"publisher","first-page":"1600","DOI":"10.1016\/j.eswa.2009.06.049","volume":"37","author":"M Emin Tagluk","year":"2010","unstructured":"Emin Tagluk M, Akin M, Sezgin N (2010) Classification of sleep apnea by using wavelet transform and artificial neural networks. Expert Syst Appl 37(2):1600\u20131607","journal-title":"Expert Syst Appl"},{"key":"8693_CR7","unstructured":"Gupta D, Choubey S (2015) Discrete wavelet transform for image processing. International Journal of Emerging Technology and Advanced Engineering (IJETAE), vol. 4(3)"},{"key":"8693_CR8","doi-asserted-by":"crossref","unstructured":"Hagar AAM, Alshewimy MAM, Faheem Saidahmed MT (2016) A new object recognition framework based on PCA, LDA, and K-NN. In: 2016 11th International Conference on Computer Engineering And Systems (ICCES). IEEE, pp. 141\u2013146 Google Scholar","DOI":"10.1109\/ICCES.2016.7821990"},{"key":"8693_CR9","unstructured":"Leng L, Zhang J, Xu J, Khan MK, Alghathbar K (2010) Dynamic weighted discrimination power analysis in DCT domain for face and palmprint recognition. 2010 International Conference on Information and Communication Technology Convergence (ICTC)"},{"key":"8693_CR10","first-page":"458","volume-title":"Proceedings of the 2011 international conference on computational science and its applications","author":"L Leng","year":"2011","unstructured":"Leng L, Zhang J, Chen G, Khan MK, Alghathbar K (2011) Two-directional two-dimensional random projection and its variations for face and palmprint recognition. In: Proceedings of the 2011 international conference on computational science and its applications, vol 5, pp 458\u2013458"},{"key":"8693_CR11","doi-asserted-by":"crossref","unstructured":"Leng L, Zhang S, Bi X, Khan MK (2012) Two-dimensional cancelable biometric scheme. 2012 International Conference on Wavelet Analysis and Pattern Recognition, pp 164\u2013169","DOI":"10.1109\/ICWAPR.2012.6294772"},{"key":"8693_CR12","doi-asserted-by":"publisher","first-page":"744","DOI":"10.1016\/j.neucom.2015.07.010","volume":"171","author":"H Li","year":"2016","unstructured":"Li H (2016) Accurate and efficient classification based on common principal components analysis for multivariate time series. Neurocomputing 171:744\u2013753","journal-title":"Neurocomputing"},{"issue":"17","key":"8693_CR13","first-page":"467","volume":"5","author":"L Lu","year":"2010","unstructured":"Lu L, Zhang J, Xu J, Khan MK, Alghathbar K (2010) Dynamic weighted discrimination power analysis: a novel approach for face and Palmprint recognition in DCT domain. International Journal of Physical Sciences 5(17):467\u2013471","journal-title":"International Journal of Physical Sciences"},{"key":"8693_CR14","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1007\/978-981-10-5146-3_34","volume-title":"Proceedings of international conference on cognition and recognition (ICCR)","author":"A Makandar","year":"2018","unstructured":"Makandar A, Halalli B (2018) Mammography image analysis using wavelet and statistical features with SVM classifier. In: Proceedings of international conference on cognition and recognition (ICCR). Springer, Singapore, pp 371\u2013382"},{"key":"8693_CR15","doi-asserted-by":"crossref","unstructured":"Malik B, Klock J, Wiskin J, Lenox M (2016) Objective breast tissue image classification using quantitative transmission ultrasound tomography. Nature Research Journals, Scientific Reports vol 6(38857)","DOI":"10.1038\/srep38857"},{"key":"8693_CR16","first-page":"2011","volume-title":"Lecture notes in computer science","author":"B Murgante","year":"2011","unstructured":"Murgante B, Gervasi O, Iglesias A, Taniar D, Apduhan BO (2011) Computational science and its applications. In: Lecture notes in computer science, vol 6786. Springer, Berlin, ICCSA, p 2011"},{"key":"8693_CR17","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1016\/j.procs.2017.06.017","volume":"111","author":"SC Ng","year":"2017","unstructured":"Ng SC (2017) Principal component analysis to reduce dimension on digital image. Procedia Computer Science 111:113\u2013119","journal-title":"Procedia Computer Science"},{"key":"8693_CR18","volume-title":"Phd thesis","author":"SM Nosrati","year":"2015","unstructured":"Nosrati SM (2015) Prior knowledge for targeted object segmentation in medical images. In: Phd thesis"},{"issue":"10","key":"8693_CR19","first-page":"119","volume":"114","author":"T Prabhakar","year":"2017","unstructured":"Prabhakar T, Poonguzhali S (2017) Analysis of level set methods for lesion segmentation on breast ultrasound images. International Journal of Pure and Applied Mathematics 114(10):119\u2013132","journal-title":"International Journal of Pure and Applied Mathematics"},{"key":"8693_CR20","unstructured":"Sadek I, Elawady M, Stefanovski V (2016) Automated breast lesion segmentation in ultrasound images. researchgate.net\/publication\/308692196"},{"key":"8693_CR21","doi-asserted-by":"crossref","unstructured":"Shereena VB, David JM (2015) Significance of dimensionality reduction in image processing. Signal & Image Processing: An International Journal (SIPIJ) 6(3)","DOI":"10.5121\/sipij.2015.6303"},{"key":"8693_CR22","volume-title":"Image reconstruction using wavelet transform with extended fractional Fourier transform","author":"PR Tammireddy","year":"2014","unstructured":"Tammireddy PR (2014) Image reconstruction using wavelet transform with extended fractional Fourier transform. Msc. Thesis"},{"issue":"4","key":"8693_CR23","first-page":"1","volume":"40","author":"PS Vikhe","year":"2016","unstructured":"Vikhe PS, Thool VR (2016) Mass detection in mammographic images using wavelet processing and adaptive threshold technique. Journal of Medical Systems archive 40(4):1\u201316","journal-title":"Journal of Medical Systems archive"},{"key":"8693_CR24","volume-title":"Phd thesis","author":"B Xiang","year":"2013","unstructured":"Xiang B (2013) Knowledge-based image segmentation using sparse shape priors and high-order MRFs. In: Phd thesis"},{"key":"8693_CR25","doi-asserted-by":"crossref","unstructured":"Xiao J, Yi B, Xu L, Xie H (2008) An image segmentation algorithm based on level set using discontinue PDE. First International Conference On Intelligent Networks And Intelligent Systems. ICINIS'08:503\u2013506","DOI":"10.1109\/ICINIS.2008.126"},{"key":"8693_CR26","doi-asserted-by":"crossref","unstructured":"Yang Z, Bogovic JA, Carass A, Ye M, Searson PC, Prince JL (2013) Automatic cell segmentation in fluorescence images of confluent cell monolayers using multi-object geometric deformable model. Image Processing, Medical Imaging, Proc. of SPIE","DOI":"10.1117\/12.2006603"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-08693-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-020-08693-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-08693-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,11]],"date-time":"2021-10-11T00:37:00Z","timestamp":1633912620000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-020-08693-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,10,10]]},"references-count":26,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2021,2]]}},"alternative-id":["8693"],"URL":"https:\/\/doi.org\/10.1007\/s11042-020-08693-0","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2020,10,10]]},"assertion":[{"value":"28 February 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 January 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 January 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 October 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}