{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:31:28Z","timestamp":1761597088955},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"1-3","license":[{"start":{"date-parts":[[2008,6,12]],"date-time":"2008-06-12T00:00:00Z","timestamp":1213228800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Sign Process Syst Sign Image Video Technol"],"published-print":{"date-parts":[[2009,4]]},"DOI":"10.1007\/s11265-008-0198-2","type":"journal-article","created":{"date-parts":[[2008,6,11]],"date-time":"2008-06-11T11:44:58Z","timestamp":1213184698000},"page":"49-66","source":"Crossref","is-referenced-by-count":32,"title":["Automated Breast Cancer Diagnosis Based on GVF-Snake Segmentation, Wavelet Features Extraction and Fuzzy Classification"],"prefix":"10.1007","volume":"55","author":[{"given":"Jihene","family":"Malek","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abderrahim","family":"Sebri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Souhir","family":"Mabrouk","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kholdoun","family":"Torki","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rached","family":"Tourki","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2008,6,12]]},"reference":[{"key":"198_CR1","unstructured":"Street, W. N. (1991). Toward automated cancer diagnosis: an interactive system for cell feature extraction. Technical Report 1052, Computer Sciences Department, University of Wisconsin, Madison, WI, October."},{"key":"198_CR2","unstructured":"http:\/\/dollar.biz.uiowa.edu\/xcyt ."},{"key":"198_CR3","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1142\/9789812792488_0008","volume-title":"Soft computing techniques in breast cancer prognosis and diagnosis","author":"W. N. Street","year":"2000","unstructured":"Street, W. N. (2000). Xcyt: A system for remote cytological diagnosis and prognosis of breast cancer. In L. C. Jain (Ed.), Soft computing techniques in breast cancer prognosis and diagnosis (pp. 297\u2013322). Singapore: World Scientific Publishing."},{"issue":"11","key":"198_CR4","doi-asserted-by":"crossref","first-page":"1086","DOI":"10.1053\/hupa.2002.129198","volume":"33","author":"W. H. Wolberg","year":"2002","unstructured":"Wolberg, W. H., & Street, W. N. (2002). Computer-generated nuclear features compared to axillary lymph node status and tumor size as indicators of breast cancer survival. Human Pathology, 33(11), 1086\u20131091 Nov.","journal-title":"Human Pathology"},{"issue":"9\u201310","key":"198_CR5","first-page":"973","volume":"30","author":"K. Lee","year":"2003","unstructured":"Lee, K., & Street, W. N. (2003). A time- and memory-efficient algorithm for automated segmentation of breast cancer nuclei. Journal of Korea Information Science Society, 30(9\u201310), 973\u2013982 October (in Korean).","journal-title":"Journal of Korea Information Science Society"},{"key":"198_CR6","unstructured":"Chi, C.-L., Street, W. N., & Wolberg, W. H. (2007). Application of artificial neural network-based survival analysis on two breast cancer datasets. American Medical Informatics Association Annual Symposium (AMIA 2007), pp. 130\u2013134, Chicago, IL, November."},{"key":"198_CR7","unstructured":"Malek, J. (2000). Contribution \u00e0 l\u2019\u00e9tude des classifieurs neuro-flous: applications \u00e0 la reconnaissance vocale de l\u2019arabe et au diagnostic m\u00e9dical. these, FSM, Monastir."},{"key":"198_CR8","unstructured":"Mabrouk, S., Malek, J., & Tourki, R. (2005). Cytological image wavelet-texture-based feature extraction. Third International Conference on Systems, Signals & Devises."},{"key":"198_CR9","unstructured":"Malek, J., Abid, M., Torki, K., & Tourki, R. (2001). Design of an efficient fuzzy clustering algorithm for breast cancer diagnosis. Smart Systems and Devices, pp. 413\u2013418. Publication (ISBN: 9973-31-926-5)."},{"key":"198_CR10","unstructured":"Sebri, A. (2005). Conception of system for treatment of cytological image of breast cancer. Master\u2019s Project specialty Microelectronics. Faculty of sciences Monatir, Tunisia."},{"key":"198_CR11","unstructured":"Zizzari, A., Seiffert, U., Michaelis, B., Gademann, G., & Swiderski, S. (2001). Detection of tumor in digital images of the brain. Proceedings of the IASTED International conference, Signal processing, pattern recognition & applications; Greece, July."},{"key":"198_CR12","volume-title":"The image processing handbook","author":"J. C. Russ","year":"1999","unstructured":"Russ, J. C. (1999). The image processing handbook (3rd ed.). Florida: CRC Press.","edition":"3"},{"key":"198_CR13","doi-asserted-by":"crossref","first-page":"648","DOI":"10.1259\/bjr\/30415751","volume":"80","author":"A. Karahaliou","year":"2007","unstructured":"Karahaliou, A., Skiadopoulos, S., Boniatis, I., Sakellaropoulos, P., Likaki, E., Panayiotakis, G., et al. (2007). Texture analysis of tissue surrounding microcalcifications on mammograms for breast cancer diagnosis. British Journal of Radiology, 80, 648\u2013656.","journal-title":"British Journal of Radiology"},{"issue":"3","key":"198_CR14","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/j.compmedimag.2006.03.002","volume":"30","author":"S. N. Yu","year":"2006","unstructured":"Yu, S. N., Li, K. Y., & Huang, Y.-K. (2006). Detection of microcalcifications in digital mammograms using wavelet filter and Markov random field model. Computerized Medical Imaging and Graphics, 30(3), 163\u2013173 April.","journal-title":"Computerized Medical Imaging and Graphics"},{"issue":"2","key":"198_CR15","doi-asserted-by":"crossref","first-page":"1071","DOI":"10.1016\/j.nima.2007.06.064","volume":"580","author":"A. Karahaliou","year":"2007","unstructured":"Karahaliou, A., Boniatis, I., Sakellaropoulos, P., Skiadopoulos, S., Panayiotakis, G., & Costaridou, L. (2007). Can texture of tissue surrounding microcalcifications in mammography be used for breast cancer diagnosis? Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 580(2), 1071\u20131074 1 October.","journal-title":"Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment"},{"key":"198_CR16","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1016\/j.chemolab.2004.02.005","volume":"72","author":"M. H. Bharati","year":"2004","unstructured":"Bharati, M. H., Liu, J. J., & Macgregor, J. F. (2004). Image texture analysis: Methods and comparisons. Elsevier, Chemometrics and Intelligent Laboratory Systems, 72, 57\u201371.","journal-title":"Elsevier, Chemometrics and Intelligent Laboratory Systems"},{"key":"198_CR17","volume-title":"Data base of ctytological image of breast cancer, cytology and anatopathology service","author":"M. Mokni","year":"2004","unstructured":"Mokni, M. (2004). Data base of ctytological image of breast cancer, cytology and anatopathology service. Sousse, Tunisia: CHU Farhat Hached."},{"issue":"4","key":"198_CR18","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1007\/BF00133570","volume":"1","author":"M. Kass","year":"1988","unstructured":"Kass, M., Witkin, A., & Terzopoulos, D. (1988). Snakes: Active contour models. International Journal of Computer Vision, 1(4), 321\u2013331.","journal-title":"International Journal of Computer Vision"},{"issue":"1","key":"198_CR19","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1109\/34.566812","volume":"19","author":"S. R. Gunn","year":"1997","unstructured":"Gunn, S. R., & Nixon, M. S. (1997). A robust snake implementation; a dual active contour. IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(1), 63\u201368 January.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"198_CR20","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1016\/0262-8856(96)01102-X","volume":"14","author":"A. J. Bulpitt","year":"1996","unstructured":"Bulpitt, A. J., & Efford, N. D. (1996). An efficient 3D deformable model with self-optimising mesh. Image and Vision Computing, 14, 573\u2013580.","journal-title":"Image and Vision Computing"},{"issue":"2","key":"198_CR21","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1016\/S0165-1684(98)00140-6","volume":"71","author":"C. Xu","year":"1998","unstructured":"Xu, C., & Prince, J. L. (1998). Generalized gradient vector flow external forces for active contours. Signal Processing, An International Journal, 71(2), 131\u2013139 December.","journal-title":"Signal Processing, An International Journal"},{"key":"198_CR22","unstructured":"Xu, C., & Prince, J. L. (2000). Global optimality of gradient vector flow. Proc. of 34th Annual Conference on Information Sciences and Systems (CISS\u201900), Princeton University, March."},{"key":"198_CR23","unstructured":"Sharma, M., Markou, M., &, Singh, S. (1980). Evaluation of texture methods for image analysis. Pattern Recognition Letters."},{"key":"198_CR24","unstructured":"Shim, S.-O., & Choi, T.-S. (2003). Image indexing by modified color co-occurrence matrix. ICIP 2003, IEEE 2003."},{"key":"198_CR25","volume-title":"Wavelet toolbox for use with Matlab, the MathWorks","author":"M. Misiti","year":"1996","unstructured":"Misiti, M., Oppenheim, G., & Poggi, J.-M. (1996). Wavelet toolbox for use with Matlab, the MathWorks. MA: Natick."},{"key":"198_CR26","first-page":"908","volume":"4","author":"J. Elmalek","year":"1998","unstructured":"Elmalek, J., & Tourki, R. (1998). New algorithm for solving the fuzzy clustering problem. 2nd IMACS International Multiconference. Computational Engineering in Systems Applications, 4, 908\u2013911.","journal-title":"Computational Engineering in Systems Applications"},{"key":"198_CR27","doi-asserted-by":"crossref","unstructured":"Elmalek, J., &, Tourki, R. (1999). A speaker independent Arabic isolated spoken digits recognition system using fuzzy Kohonen clustering network. In A. Dobnikar, N. C. Steele, D. W. Pearson, & R. F. Albrecht (Eds.), Artificial neural nets and genetic algorithms (pp. 111\u2013115). Springer Verlag.","DOI":"10.1007\/978-3-7091-6384-9_20"},{"key":"198_CR28","unstructured":"Elmalek, J., Alimi, A. M., & Tourki, R. (2000). Evolution of the generalization error of fuzzy classifiers with the size of the feature vector. Acidca\u20192000 International Conference on Artificial and Computational Intelligence for Decision, Control and Automation in Engineering and Industrial Applications, Tunisia, pp. 37\u201341."},{"key":"198_CR29","unstructured":"Elmalek, J., Abid, M., Torki, K., &, Tourki, R. (2001). Design of an efficient fuzzy clustering algorithm for breast cancer diagnosis. Smart Systems and Devices, 413\u2013418."},{"issue":"1","key":"198_CR30","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/S0165-0114(01)00180-4","volume":"128","author":"J. Elmalek","year":"2002","unstructured":"Elmalek, J., Alimi, A. M., & Tourki, R. (2002). On problems in pattern classification in high-dimensional spaces: behavior of a class of combined neuro-fuzzy classifiers. Fuzzy Set and System, 128(1), 15\u201333 16 May. Published by Elsevier Science.","journal-title":"Fuzzy Set and System"},{"key":"198_CR31","unstructured":"Bezdek, J. C. (1973). Fuzzy mathematics in pattern classification, PhD dissertation, Center for Applied Mathematics. Ithaca, NY: Cornell University."},{"key":"198_CR32","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-0450-1","volume-title":"Pattern recognition with fuzzy objective function algorithms","author":"J. C. Bezdek","year":"1981","unstructured":"Bezdek, J. C. (1981). Pattern recognition with fuzzy objective function algorithms. New York: Plenum."},{"key":"198_CR33","doi-asserted-by":"crossref","first-page":"440","DOI":"10.1109\/ICIP.1999.819631","volume":"4","author":"L. Balmelli","year":"1999","unstructured":"Balmelli, L., & Mojsilovic, A. (1999). Wavelet domain features for texture description, classification and replicability analysis. Proceedings of IEEE International Conference on Image Processing (ICIP), 4, 440\u2013444 October.","journal-title":"Proceedings of IEEE International Conference on Image Processing (ICIP)"},{"key":"198_CR34","unstructured":"Abid, M., Mtibaa, A., & Tourki, R. (1998). Architecture reconfigurable pour le prototypage des syst\u00e8mes \u00e9lectroniques. 5\u00e8me colloque Canadien sur les circuits programmables (SPD98), pp. 55\u201359, 7\u201310 Juin, Canada."},{"key":"198_CR35","doi-asserted-by":"crossref","unstructured":"Gajski, D. D., & Ramachandran, L. (1994). Introduction to high-level synthese. IEEE Design and Test of Computers, Hiver.","DOI":"10.1109\/54.329454"}],"container-title":["Journal of Signal Processing Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11265-008-0198-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11265-008-0198-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11265-008-0198-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T08:19:27Z","timestamp":1559377167000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11265-008-0198-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,6,12]]},"references-count":35,"journal-issue":{"issue":"1-3","published-print":{"date-parts":[[2009,4]]}},"alternative-id":["198"],"URL":"https:\/\/doi.org\/10.1007\/s11265-008-0198-2","relation":{},"ISSN":["1939-8018","1939-8115"],"issn-type":[{"value":"1939-8018","type":"print"},{"value":"1939-8115","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,6,12]]}}}