{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T12:32:32Z","timestamp":1763641952795},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,8,12]],"date-time":"2015-08-12T00:00:00Z","timestamp":1439337600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["EURASIP J. Adv. Signal Process."],"published-print":{"date-parts":[[2015,12]]},"DOI":"10.1186\/s13634-015-0249-3","type":"journal-article","created":{"date-parts":[[2015,8,11]],"date-time":"2015-08-11T07:53:17Z","timestamp":1439279597000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Microcalcification detection in full-field digital mammograms with PFCM clustering and weighted SVM-based method"],"prefix":"10.1186","volume":"2015","author":[{"given":"Xiaoming","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ming","family":"Mei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jun","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,8,12]]},"reference":[{"key":"249_CR1","volume-title":"Cancer Incidence and Mortality Worldwide: IARC CancerBase No. 11 [Internet]","author":"GLOBOCAN 2012 v1.0","year":"2013","unstructured":"GLOBOCAN 2012 v1.0, Cancer Incidence and Mortality Worldwide: IARC CancerBase No. 11 [Internet] (International Agency for Research on Cancer, Lyon, France, 2013). Available from: http:\/\/globocan.iarc.fr"},{"key":"249_CR2","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.jacr.2009.09.022","volume":"7","author":"CH Lee","year":"2010","unstructured":"CH Lee, DD Dershaw, D Kopans, P Evans, B Monsees, D Monticciolo, RJ Brenner, L Bassett, W Berg, S Feig, E Hendrick, E Mendelson, C D'Orsi, E Sickles, LW Burhenne, Breast cancer screening with imaging: recommendations from the Society of Breast Imaging and the ACR on the use of mammography, breast MRI, breast ultrasound, and other technologies for the detection of clinically occult breast cancer. J. Am. Coll. Radiol. 7, 18\u201327 (2010)","journal-title":"J. Am. Coll. Radiol."},{"key":"249_CR3","first-page":"53","volume-title":"Digital Mammography","author":"M Giger","year":"1996","unstructured":"M Giger, Current issues in CAD for mammography, in Digital Mammography (Elsevier, Philadelphia, 1996), pp. 53\u201359"},{"key":"249_CR4","doi-asserted-by":"publisher","first-page":"578","DOI":"10.1148\/radiol.2322030034","volume":"232","author":"SV Destounis","year":"2004","unstructured":"SV Destounis, P DiNitto, W Logan-Young, E Bonaccio, ML Zuley, KM Willison, Can computer-aided detection with double reading of screening mammograms help decrease the false-negative rate? Initial experience 1. Radiology 232, 578\u2013584 (2004)","journal-title":"Radiology"},{"key":"249_CR5","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1109\/TITB.2008.2009441","volume":"13","author":"J Tang","year":"2009","unstructured":"J Tang, RM Rangayyan, J Xu, I El Naqa, Y Yang, Computer-aided detection and diagnosis of breast cancer with mammography: recent advances. IEEE Trans. Inf. Technol. Biomed. 13, 236\u2013251 (2009)","journal-title":"IEEE Trans. Inf. Technol. Biomed."},{"key":"249_CR6","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1016\/j.neucom.2014.10.040","volume":"152","author":"X Liu","year":"2015","unstructured":"X Liu, Z Zeng, A new automatic mass detection method for breast cancer with false positive reduction. Neurocomputing 152, 388\u2013402 (2015)","journal-title":"Neurocomputing"},{"key":"249_CR7","doi-asserted-by":"publisher","first-page":"910","DOI":"10.1109\/JSYST.2013.2286539","volume":"8","author":"X Liu","year":"2014","unstructured":"X Liu, J Tang, Mass classification in mammograms using selected geometry and texture features, and a new SVM-based feature selection method. IEEE Syst. J. 8, 910\u2013920 (2014)","journal-title":"IEEE Syst. J."},{"key":"249_CR8","doi-asserted-by":"publisher","first-page":"2967","DOI":"10.1016\/S0031-3203(03)00192-4","volume":"36","author":"H-D Cheng","year":"2003","unstructured":"H-D Cheng, X Cai, X Chen, L Hu, X Lou, Computer-aided detection and classification of microcalcifications in mammograms: a survey. Patt. Recog. 36, 2967\u20132991 (2003)","journal-title":"Patt. Recog."},{"key":"249_CR9","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1109\/42.640739","volume":"16","author":"JK Kim","year":"1997","unstructured":"JK Kim, JM Park, KS Song, H Park, Adaptive mammographic image enhancement using first derivative and local statistics. IEEE Trans. Med. Imaging 16, 495\u2013502 (1997)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"249_CR10","doi-asserted-by":"publisher","first-page":"725","DOI":"10.1109\/42.363095","volume":"13","author":"AF Laine","year":"1994","unstructured":"AF Laine, S Schuler, J Fan, W Huda, Mammographic feature enhancement by multiscale analysis. IEEE Trans. Med. Imaging 13, 725\u2013740 (1994)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"249_CR11","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1109\/JSTSP.2008.2011108","volume":"3","author":"J Tang","year":"2009","unstructured":"J Tang, X Liu, Q Sun, A direct image contrast enhancement algorithm in the wavelet domain for screening mammograms. IEEE J. Sel. Top. Sign. Proces. 3, 74\u201380 (2009)","journal-title":"IEEE J. Sel. Top. Sign. Proces."},{"key":"249_CR12","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/j.csda.2011.09.009","volume":"58","author":"P Ram\u00edrez-Cobo","year":"2013","unstructured":"P Ram\u00edrez-Cobo, B Vidakovic, A 2D wavelet-based multiscale approach with applications to the analysis of digital mammograms. Comput. Stat. Data. An. 58, 71\u201381 (2013)","journal-title":"Comput. Stat. Data. An."},{"key":"249_CR13","doi-asserted-by":"publisher","first-page":"1552","DOI":"10.1109\/TMI.2002.806569","volume":"21","author":"I El-Naqa","year":"2002","unstructured":"I El-Naqa, Y Yang, MN Wernick, NP Galatsanos, RM Nishikawa, A support vector machine approach for detection of microcalcifications. IEEE Trans. Med. Imaging 21, 1552\u20131563 (2002)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"249_CR14","doi-asserted-by":"publisher","first-page":"2975","DOI":"10.1118\/1.2211710","volume":"33","author":"J Ge","year":"2006","unstructured":"J Ge, B Sahiner, LM Hadjiiski, HP Chan, J Wei, MA Helvie, C Zhou, Computer aided detection of clusters of microcalcifications on full field digital mammograms. Med. Phys. 33, 2975\u20132988 (2006)","journal-title":"Med. Phys."},{"key":"249_CR15","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1016\/j.dsp.2011.09.004","volume":"22","author":"A Tiedeu","year":"2012","unstructured":"A Tiedeu, C Daul, A Kentsop, P Graebling, D Wolf, Texture-based analysis of clustered microcalcifications detected on mammograms. Digit. Signal Process. 22, 124\u2013132 (2012)","journal-title":"Digit. Signal Process."},{"key":"249_CR16","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.knosys.2011.11.021","volume":"28","author":"A Oliver","year":"2012","unstructured":"A Oliver, A Torrent, X Llad\u00f3, M Tortajada, L Tortajada, M Sent\u00eds, J Freixenet, R Zwiggelaar, Automatic microcalcification and cluster detection for digital and digitised mammograms. Knowl.-Based Syst. 28, 68\u201375 (2012)","journal-title":"Knowl.-Based Syst."},{"key":"249_CR17","doi-asserted-by":"publisher","first-page":"898","DOI":"10.1016\/j.compbiomed.2012.07.001","volume":"42","author":"E Malar","year":"2012","unstructured":"E Malar, A Kandaswamy, D Chakravarthy, A Giri Dharan, A novel approach for detection and classification of mammographic microcalcifications using wavelet analysis and extreme learning machine. Comput. Biol. Med. 42, 898\u2013905 (2012)","journal-title":"Comput. Biol. Med."},{"key":"249_CR18","first-page":"375","volume-title":"Exerpta Medica. International Congress Series","author":"J Suckling","year":"1994","unstructured":"J Suckling, J Parker, DR Dance, S Astley, I Hutt, C Boggis, I Ricketts, E Stamatakis, N Cerneaz, SL Kok, P Taylor, D Betal, J Savage, The mammographic image analysis society digital mammogram database, in Exerpta Medica. International Congress Series, (Excerta Medica, Amsterdam 1994), pp. 375\u2013378"},{"key":"249_CR19","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1186\/1687-6180-2011-91","volume":"2011","author":"J Quintanilla-Dom\u00ednguez","year":"2011","unstructured":"J Quintanilla-Dom\u00ednguez, B Ojeda-Maga\u00f1a, A Marcano-Cede\u00f1o, MG Cortina-Januchs, A Vega-Corona, D Andina, Improvement for detection of microcalcifications through clustering algorithms and artificial neural networks. EURASIP J. Adv. Sig. Proc. 2011, 91 (2011)","journal-title":"EURASIP J. Adv. Sig. Proc."},{"key":"249_CR20","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1016\/j.acra.2011.09.014","volume":"19","author":"IC Moreira","year":"2012","unstructured":"IC Moreira, I Amaral, I Domingues, A Cardoso, MJ Cardoso, JS Cardoso, INbreast: toward a full-field digital mammographic database. Acad. Radiol. 19, 236\u2013248 (2012)","journal-title":"Acad. Radiol."},{"key":"249_CR21","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1109\/91.227387","volume":"1","author":"R Krishnapuram","year":"1993","unstructured":"R Krishnapuram, JM Keller, A possibilistic approach to clustering. IEEE Trans. Fuzzy Syst. 1, 98\u2013110 (1993)","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"249_CR22","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1109\/TFUZZ.2004.840099","volume":"13","author":"NR Pal","year":"2005","unstructured":"NR Pal, K Pal, JM Keller, JC Bezdek, A possibilistic fuzzy c-means clustering algorithm. IEEE Trans. Fuzzy Syst. 13, 517\u2013530 (2005)","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"249_CR23","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1109\/4233.640656","volume":"1","author":"IN Bankman","year":"1997","unstructured":"IN Bankman, T Nizialek, I Simon, OB Gatewood, IN Weinberg, WR Brody, Segmentation algorithms for detecting microcalcifications in mammograms. IEEE Trans. Inf. Technol. Biomed. 1, 141\u2013149 (1997)","journal-title":"IEEE Trans. Inf. Technol. Biomed."},{"key":"249_CR24","doi-asserted-by":"publisher","first-page":"1973","DOI":"10.1016\/j.patcog.2003.03.001","volume":"37","author":"H Soltanian-Zadeh","year":"2004","unstructured":"H Soltanian-Zadeh, F Rafiee-Rad, S Pourabdollah-Nejad D, Comparison of multiwavelet, wavelet, Haralick, and shape features for microcalcification classification in mammograms. Patt. Recog. 37, 1973\u20131986 (2004)","journal-title":"Patt. Recog."},{"key":"249_CR25","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1007\/BF00133570","volume":"1","author":"M Kass","year":"1988","unstructured":"M Kass, A Witkin, D Terzopoulos, Snakes: active contour models. Int. J. Comput. Vision 1, 321\u2013331 (1988)","journal-title":"Int. J. Comput. Vision"},{"key":"249_CR26","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1007\/978-1-4419-8204-9_5","volume-title":"Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies","author":"J Tang","year":"2011","unstructured":"J Tang, X Liu, Classification of breast mass in mammography with an improved level set segmentation by combining morphological features and texture features, in Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies (Springer, New York, 2011), pp. 119\u2013135"},{"key":"249_CR27","doi-asserted-by":"publisher","first-page":"1940","DOI":"10.1109\/TIP.2008.2002304","volume":"17","author":"C Li","year":"2008","unstructured":"C Li, C-Y Kao, JC Gore, Z Ding, Minimization of region-scalable fitting energy for image segmentation. IEEE Trans. Image Processing 17, 1940\u20131949 (2008)","journal-title":"IEEE Trans. Image Processing"},{"key":"249_CR28","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1109\/42.293919","volume":"13","author":"L Shen","year":"1994","unstructured":"L Shen, RM Rangayyan, JL Desautels, Application of shape analysis to mammographic calcifications. IEEE Trans. Med. Imaging 13, 263\u2013274 (1994)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"249_CR29","doi-asserted-by":"publisher","first-page":"664","DOI":"10.1109\/42.251116","volume":"12","author":"J Kilday","year":"1993","unstructured":"J Kilday, F Palmieri, M Fox, Classifying mammographic lesions using computerized image analysis. IEEE Trans. Med. Imaging 12, 664\u2013669 (1993)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"249_CR30","doi-asserted-by":"publisher","first-page":"1455","DOI":"10.1118\/1.1381548","volume":"28","author":"B Sahiner","year":"2001","unstructured":"B Sahiner, H-P Chan, N Petrick, MA Helvie, LM Hadjiiski, Improvement of mammographic mass characterization using spiculation measures and morphological features. Med. Phys. 28, 1455\u20131465 (2001)","journal-title":"Med. Phys."},{"key":"249_CR31","doi-asserted-by":"publisher","first-page":"419","DOI":"10.1016\/j.compmedimag.2005.03.002","volume":"29","author":"J Fu","year":"2005","unstructured":"J Fu, S-K Lee, ST Wong, J-Y Yeh, A-H Wang, H Wu, Image segmentation feature selection and pattern classification for mammographic microcalcifications. Comput. Med. Imaging Graph. 29, 419\u2013429 (2005)","journal-title":"Comput. Med. Imaging Graph."},{"key":"249_CR32","volume-title":"Digital Image Processing","author":"RC Gonzalez","year":"2002","unstructured":"RC Gonzalez, RE Woods, Digital Image Processing (Prentice Hall, New Jersey, 2002)"},{"key":"249_CR33","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"R Haralick","year":"1973","unstructured":"R Haralick, I Dinstein, K Shanmugam, Textural features for image classification. IEEE Trans. Syst. Man Cybern. 3, 610\u2013621 (1973)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"249_CR34","doi-asserted-by":"crossref","unstructured":"X Liu, J Liu, D Zhou, J Tang, A benign and malignant mass classification algorithm based on an improved level set segmentation and texture feature analysis, in 2010 4th International Conference on Bioinformatics and Biomedical Engineering (iCBBE), Chengdu, 18-20 June 2010, pp. 1\u20134","DOI":"10.1109\/ICBBE.2010.5518284"},{"key":"249_CR35","volume-title":"A Wavelet Tour of Signal Processing","author":"S Mallat","year":"1999","unstructured":"S Mallat, A Wavelet Tour of Signal Processing (Academic Press, New York, 1999)"},{"key":"249_CR36","volume-title":"Pattern Classification","author":"RO Duda","year":"2001","unstructured":"RO Duda, PE Hart, DG Stor, Pattern Classification (Wiley, New York, 2001)"},{"key":"249_CR37","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/S0004-3702(97)00043-X","volume":"97","author":"R Kohavi","year":"1997","unstructured":"R Kohavi, GH John, Wrappers for feature subset selection. Artif. Intell. 97, 273\u2013324 (1997)","journal-title":"Artif. Intell."},{"key":"249_CR38","doi-asserted-by":"publisher","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"H Peng","year":"2005","unstructured":"H Peng, F Long, C Ding, Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Patt. Anal. Mach. Int. 27, 1226\u20131238 (2005)","journal-title":"IEEE Trans. Patt. Anal. Mach. Int."},{"key":"249_CR39","first-page":"326","volume-title":"Proceedings of the Tenth ACM SIGKDD","author":"X Wu","year":"2004","unstructured":"X Wu, R Srihari, Incorporating prior knowledge with weighted margin support vector machines, in Proceedings of the Tenth ACM SIGKDD, 2004, pp. 326\u2013333"},{"key":"249_CR40","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1118\/1.598514","volume":"26","author":"M Kallergi","year":"1999","unstructured":"M Kallergi, GM Carney, J Gaviria, Evaluating the performance of detection algorithms in digital mammography. Med. Phys. 26, 267\u2013275 (1999)","journal-title":"Med. Phys."},{"key":"249_CR41","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"C-C Chang","year":"2011","unstructured":"C-C Chang, C-J Lin, LIBSVM: a library for support vector machines. ACM T. Intel. Syst. Tec. 2, 1\u201327 (2011)","journal-title":"ACM T. Intel. Syst. Tec."},{"key":"249_CR42","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1007\/s10278-005-6976-5","volume":"20","author":"FL Nunes","year":"2007","unstructured":"FL Nunes, H Schiabel, CE Goes, Contrast enhancement in dense breast images to aid clustered microcalcifications detection. J. Digit. Imaging 20, 53\u201366 (2007)","journal-title":"J. Digit. Imaging"},{"key":"249_CR43","doi-asserted-by":"publisher","first-page":"1045","DOI":"10.1016\/j.compbiomed.2008.07.006","volume":"38","author":"A Papadopoulos","year":"2008","unstructured":"A Papadopoulos, DI Fotiadis, L Costaridou, Improvement of microcalcification cluster detection in mammography utilizing image enhancement techniques. Comput. Biol. Med. 38, 1045\u20131055 (2008)","journal-title":"Comput. Biol. Med."},{"key":"249_CR44","doi-asserted-by":"publisher","first-page":"850","DOI":"10.1016\/j.media.2006.07.004","volume":"10","author":"MG Linguraru","year":"2006","unstructured":"MG Linguraru, K Marias, R English, M Brady, A biologically inspired algorithm for microcalcification cluster detection. Med. Image Anal. 10, 850\u2013862 (2006)","journal-title":"Med. Image Anal."},{"key":"249_CR45","first-page":"212","volume-title":"Proceedings of the 5th International Workshop on Digital Mammography","author":"M Heath","year":"2000","unstructured":"M Heath, K Bowyer, D Kopans, R Moore, P Kegelmeyer, The digital database for screening mammography, in Proceedings of the 5th International Workshop on Digital Mammography, 2000, pp. 212\u2013218"},{"key":"249_CR46","doi-asserted-by":"publisher","first-page":"981","DOI":"10.1088\/0031-9155\/52\/4\/008","volume":"52","author":"J Ge","year":"2007","unstructured":"J Ge, LM Hadjiiski, B Sahiner, J Wei, MA Helvie, C Zhou, HP Chan, Computer-aided detection system for clustered microcalcifications: comparison of performance on full-field digital mammograms and digitized screen-film mammograms. Phys. Med. Biol. 52, 981\u20131000 (2007)","journal-title":"Phys. Med. Biol."}],"container-title":["EURASIP Journal on Advances in Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s13634-015-0249-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-015-0249-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-015-0249-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13634-015-0249-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,29]],"date-time":"2019-08-29T03:12:59Z","timestamp":1567048379000},"score":1,"resource":{"primary":{"URL":"https:\/\/asp-eurasipjournals.springeropen.com\/articles\/10.1186\/s13634-015-0249-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,8,12]]},"references-count":46,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,12]]}},"alternative-id":["249"],"URL":"https:\/\/doi.org\/10.1186\/s13634-015-0249-3","relation":{},"ISSN":["1687-6180"],"issn-type":[{"value":"1687-6180","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,8,12]]},"assertion":[{"value":"1 March 2015","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 July 2015","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 August 2015","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"73"}}