{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,10]],"date-time":"2024-08-10T14:35:24Z","timestamp":1723300524797},"reference-count":52,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2012,10,12]],"date-time":"2012-10-12T00:00:00Z","timestamp":1350000000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Machine Vision and Applications"],"published-print":{"date-parts":[[2013,10]]},"DOI":"10.1007\/s00138-012-0459-8","type":"journal-article","created":{"date-parts":[[2012,10,11]],"date-time":"2012-10-11T14:48:05Z","timestamp":1349966885000},"page":"1405-1420","source":"Crossref","is-referenced-by-count":71,"title":["Breast cancer diagnosis from biopsy images with highly reliable random subspace classifier ensembles"],"prefix":"10.1007","volume":"24","author":[{"given":"Yungang","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Bailing","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Frans","family":"Coenen","sequence":"additional","affiliation":[]},{"given":"Wenjin","family":"Lu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,10,12]]},"reference":[{"key":"459_CR1","unstructured":"Breast Cancer Facts& Figures 2009\u20132010, American Cancer Society (2010)"},{"issue":"5","key":"459_CR2","doi-asserted-by":"crossref","first-page":"1031","DOI":"10.1007\/s00268-005-0585-9","volume":"31","author":"A Gaurav","year":"2007","unstructured":"Gaurav, A., Pradeep, P.V., Aggarwal, V., Yip, C.-H., Cheung, P.S.Y.: Spectrum of breast cancer in Asian women. World J. Surg. 31(5), 1031\u20131040 (2007)","journal-title":"World J. Surg."},{"issue":"19","key":"459_CR3","doi-asserted-by":"crossref","first-page":"1352","DOI":"10.1093\/jnci\/djn305","volume":"100","author":"E Linos","year":"2008","unstructured":"Linos, E., Spanos, D., Rosner, B.A., Linos, K., Hesketh, T., Qu, J.D., Gao, Y.-T., Zheng, Wei, Colditz, Graham A.: Effects of reproductive and demographic changes on breast cancer incidence in china: a modeling analysis. J. Natl. Cancer Inst. 100(19), 1352\u20131360 (2008)","journal-title":"J. Natl. Cancer Inst."},{"issue":"6","key":"459_CR4","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1002\/(SICI)1097-0339(199806)18:6<462::AID-DC16>3.0.CO;2-F","volume":"18","author":"R Arisio","year":"1998","unstructured":"Arisio, R., Cuccorese, C., Accinelli, G., Mano, M.P., Bordon, R., Fessia, L.: Role of fine-needle aspiration biopsy in breast lesions: analysis of a series of 4,110 cases. Diagn. Cytopathol. 18(6), 462\u2013467 (1998)","journal-title":"Diagn. Cytopathol."},{"key":"459_CR5","unstructured":"Brook, A., El-Yaniv, R., Isler, E., Kimmel, R., Meir, R., Peleg, D.: Breast cancer diagnosis from biopsy images using generic features and SVMs. Tech. Rep. CS-2008-07, Technion-Israel Institute of Technology, Technion City, Haifa 32000, Isreal (2006)"},{"key":"459_CR6","unstructured":"Boucheron, L.E.: Object- and spatial-level quantitative analysis of multispectral histopathology images for detection and characterization of cancer. Ph.D. Thesis, University of California Santa Barbara, Santa Barbara, CA (2008)"},{"issue":"3","key":"459_CR7","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.cmpb.2003.07.001","volume":"74","author":"C Loukas","year":"2004","unstructured":"Loukas, C.: A survey on histological image analysis-based assessment of three major biological factors influencing radiotherapy: proliferation, hypoxia and vascluature. Comput. Methods Programs Biomed. 74(3), 183\u2013199 (2004)","journal-title":"Comput. Methods Programs Biomed."},{"issue":"11","key":"459_CR8","doi-asserted-by":"crossref","first-page":"1684","DOI":"10.1016\/j.patrec.2008.04.013","volume":"29","author":"N Orlov","year":"2008","unstructured":"Orlov, N., Shamir, L., Macura, T., Johnston, J., Eckley, D.M., Goldberg, I.G.: Wnd-charm: multi-purpose image classification using compound image transforms. Pattern Recognit. Lett. 29(11), 1684\u20131693 (2008)","journal-title":"Pattern Recognit. Lett."},{"issue":"10","key":"459_CR9","doi-asserted-by":"crossref","first-page":"1366","DOI":"10.1109\/TMI.2007.898536","volume":"26","author":"A Tabesh","year":"2007","unstructured":"Tabesh, A., Teverovskiy, M., Pang, H.-Y., Kumar, V.P., Verbel, D., Kotsianti, A., Saidi, O.: Multifeature prostate cancer diagnosis and gleason grading of histological images. IEEE Trans. Med. Imaging 26(10), 1366\u20131378 (2007)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"459_CR10","first-page":"196","volume":"2008","author":"H Qureshi","year":"2008","unstructured":"Qureshi, H., Sertel, O., Rajpoot, N., Wilson, R., Gurcan, M.: Adaptive discriminant wavelet package transform and local binary patterns for meningioma subtype classification. MICCAI 2008, 196\u2013204 (2008)","journal-title":"MICCAI"},{"key":"459_CR11","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1109\/RBME.2009.2034865","volume":"2","author":"Metin N Gurcan","year":"2009","unstructured":"Gurcan, Metin N., Boucheron, L.E., Can, A., Madabhushi, A., Rajpoot, N.M., Yener, B.: Histopathological image analysis: a review. IEEE Rev. Boimed. Eng. 2, 147\u2013171 (2009)","journal-title":"IEEE Rev. Boimed. Eng."},{"issue":"4","key":"459_CR12","doi-asserted-by":"crossref","first-page":"296","DOI":"10.2174\/157489310794072508","volume":"5","author":"P Yang","year":"2010","unstructured":"Yang, P., Yang, Y.H., Zhou, B.B., Zomaya, A.Y.: A review of ensemble methods in bioinformatics. Curr. Bioinforma. 5(4), 296\u2013308 (2010)","journal-title":"Curr. Bioinforma."},{"issue":"2","key":"459_CR13","doi-asserted-by":"crossref","first-page":"256","DOI":"10.1006\/inco.1995.1136","volume":"121","author":"Y Freund","year":"1995","unstructured":"Freund, Y.: Boosting a weak learning algorithm by majority. Inf. Comput. 121(2), 256\u2013285 (1995)","journal-title":"Inf. Comput."},{"key":"459_CR14","doi-asserted-by":"crossref","DOI":"10.1002\/0471660264","volume-title":"Combining Pattern Classifiers: Methods and Algorithms.","author":"LI Kuncheva","year":"2004","unstructured":"Kuncheva, L.I.: Combining Pattern Classifiers: Methods and Algorithms. Wiley-Interscience, New York (2004)"},{"key":"459_CR15","doi-asserted-by":"crossref","first-page":"832","DOI":"10.1109\/34.709601","volume":"20","author":"TK Ho","year":"1998","unstructured":"Ho, T.K.: The random subspace method for constructing decision forests. IEEE Trans. PAMI 20, 832\u2013844 (1998)","journal-title":"IEEE Trans. PAMI"},{"issue":"2","key":"459_CR16","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1109\/TMI.2009.2037756","volume":"29","author":"LI Kuncheva","year":"2010","unstructured":"Kuncheva, L.I., Rodriguez, J.J., Plumpton, C.O., Linden, D.E., Johnston, S.J.: Random subspace ensembles for FMRI classification. IEEE Trans. Med. Imaging. 29(2), 531\u2013542 (2010)","journal-title":"IEEE Trans. Med. Imaging."},{"key":"459_CR17","volume-title":"Biological and Artificial Intelligence Environments","author":"A Bertoni","year":"2008","unstructured":"Bertoni, A., Folgieri, R., Valentini, G.: Biological and Artificial Intelligence Environments. Springer, Berlin (2008)"},{"key":"459_CR18","doi-asserted-by":"crossref","unstructured":"Pudil, P., Novovicova, J., Blaha, S., Kittler, J.: Multistage pattern recognition with reject option. In: Proceeding of the Eleventh IAPR International Conference on Pattern Recognition B, pp. 92\u201395 (1992)","DOI":"10.1109\/ICPR.1992.201729"},{"key":"459_CR19","unstructured":"Alpaydin, E., Kaynak, C.: Cascading Classifiers. Kybernetika, vol. 34, pp. 369\u2013374"},{"key":"459_CR20","unstructured":"Kaynak, C.: Alpaydin, E.: Multistage cascading of multiple classifiers: one man\u2019s noise is another man\u2019s data. In: Proceedings of ICML, 2000, pp. 455\u2013462 (2000)"},{"issue":"1","key":"459_CR21","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1109\/TIT.1970.1054406","volume":"IT\u201316","author":"CK Chow","year":"1970","unstructured":"Chow, C.K.: On optimum recognition error and reject tradeoff. IEEE Trans. Inf. Theory IT\u201316(1), 41\u201346 (1970)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"459_CR22","unstructured":"Pudil, P., Novovicova, J., Blaha, S., Kittler, J.: Multistage pattern recognition with reject option. In: Proceedings of 11th IAPR International Conference on Pattern Recognition, vol. 2, pp. 92\u201395 (1992)"},{"key":"459_CR23","doi-asserted-by":"crossref","unstructured":"Fumera, G., Roli, F.: Support vector machines with embedded reject option. In: International Workshop on Pattern Recognition with Support Vector Machines (SVM2002), pp. 68\u201382. Springer, Niagara Falls, Canada (2002)","DOI":"10.1007\/3-540-45665-1_6"},{"key":"459_CR24","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1109\/TPAMI.2002.1017617","volume":"24","author":"N Giusti","year":"2002","unstructured":"Giusti, N., Masulli, F., Sperduti, A.: A theoretical and experimental analysis of a two-stage system for classification. IEEE Trans. Pattern Anal. Mach. Intell. 24, 893\u2013904 (2002)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"459_CR25","unstructured":"Nadeem, MSA., Zucker, J.-D., Hanczar, B.: Accuracy-rejection curves (ARCs) for comparing classification methods with a reject option. In: Proceedings of the Third International Workshop on Machine Learning in Systems Biology, Ljubljana, Slovenia, pp. 5\u20136 (2009)"},{"issue":"17","key":"459_CR26","doi-asserted-by":"crossref","first-page":"1889","DOI":"10.1093\/bioinformatics\/btn349","volume":"24","author":"B Hanczar","year":"2010","unstructured":"Hanczar, B., Dougherty, E.R.: Classification with reject option in gene expression data. Bioinformatics 24(17), 1889\u20131895 (2010)","journal-title":"Bioinformatics"},{"key":"459_CR27","doi-asserted-by":"crossref","unstructured":"Ojala, T., Pietikainen, M., Maenpaa, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24(7), 971\u2013987 (July 2002)","DOI":"10.1109\/TPAMI.2002.1017623"},{"key":"459_CR28","unstructured":"Guo, Z., Zhang, L., Zhang, D.: A completed modeling of local binary pattern operator for texture classification. IEEE Trans. Image Process. (2010) (accepted)"},{"issue":"6","key":"459_CR29","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"RM Haralick","year":"1973","unstructured":"Haralick, R.M., Shanmugam, K., Dinstein, I.: Textural features for image classification. IEEE Trans. Syst. Man Cybern. 3(6), 610\u2013621 (1973)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"459_CR30","doi-asserted-by":"crossref","unstructured":"Boland, M.V.: Quantitative description and automated classification of cellular protein localization patterns in fluorescence microscope images of mammalian cells. Ph.D. Thesis, Carnegie Mellon University, Pittsburgh (1999)","DOI":"10.1016\/S0962-8924(99)01550-0"},{"issue":"1","key":"459_CR31","doi-asserted-by":"crossref","first-page":"45","DOI":"10.5589\/m02-004","volume":"28","author":"DA Clausi","year":"2002","unstructured":"Clausi, D.A.: An analysis of co-occurence texture statistics as a function of grey level quantization. Can. J. Remote Sensing 28(1), 45\u201362 (2002)","journal-title":"Can. J. Remote Sensing"},{"issue":"2","key":"459_CR32","doi-asserted-by":"crossref","first-page":"780","DOI":"10.1109\/36.752194","volume":"37","author":"L-K Soh","year":"1999","unstructured":"Soh, L.-K., Tsatsoulis, C.: Texture analysis of SAR sea ice imagery using gray level co-occurrence matrices. IEEE Trans. Geosci. Remote Sensing 37(2), 780\u2013795 (1999)","journal-title":"IEEE Trans. Geosci. Remote Sensing"},{"key":"459_CR33","doi-asserted-by":"crossref","unstructured":"Donoho, D., Duncan, M.: Digital Curvelet Transform: Strategy. Implementation and Experiments. Stanford University, Stanford (1999)","DOI":"10.1117\/12.381679"},{"key":"459_CR34","doi-asserted-by":"crossref","unstructured":"Starck, J., Candes, E., Donoho, D.: The curvelet transform for image denoising. IEEE Trans. Image Process. 11, 670\u2013684 (2002)","DOI":"10.1109\/TIP.2002.1014998"},{"key":"459_CR35","doi-asserted-by":"crossref","unstructured":"Candes, E., Donoho, D.: Curvelets: multiresolution representation, and scaling laws. In: Aldroubi, A., Laine, A.F., Unser, M.A. (eds.) Wavelet Applications in Signal and ImageProcessing VIII, Proceeding of the SPIE 4119 (2000)","DOI":"10.1117\/12.408568"},{"key":"459_CR36","unstructured":"Candes, E., Demanet, L., Donoho, D., Ying, L.: Fast discrete curvelet transforms. Multiscale Model. Simul. 5, 861\u2013899 (2006)"},{"issue":"2","key":"459_CR37","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1109\/MSP.2009.935453","volume":"27","author":"J Ma","year":"2010","unstructured":"Ma, J., Plonka, G.: The curvelet transform: a review of recent applications. IEEE Signal Process. Mag. 27(2), 118\u2013133 (2010)","journal-title":"IEEE Signal Process. Mag."},{"key":"459_CR38","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/j.compmedimag.2009.11.002","volume":"34","author":"M Meselhy Eltoukhy","year":"2010","unstructured":"Meselhy Eltoukhy, M., Faye, I., Belhaouari Samir, B.: Breast cancer diagnosis in digital mammogram using multiscale curvelet transform. Comput. Med. Imaging Graph. 34, 269\u2013276 (2010)","journal-title":"Comput. Med. Imaging Graph."},{"key":"459_CR39","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1186\/1471-2105-12-128","volume":"12","author":"B Zhang","year":"2010","unstructured":"Zhang, B., Pham, T.D.: Phenotype recognition with combined features and random subspace classifier ensemble. BMC Bioinforma. 12, 128 (2010)","journal-title":"BMC Bioinforma."},{"key":"459_CR40","doi-asserted-by":"crossref","first-page":"3415","DOI":"10.1016\/j.patcog.2007.03.022","volume":"40","author":"P Zhang","year":"2007","unstructured":"Zhang, P., Bui, T.D., Suen, C.Y.: A novel cascade ensemble classifier system with a high recognition performance on handwritten digits. Pattern Recognit. 40, 3415\u20133429 (2007)","journal-title":"Pattern Recognit."},{"key":"459_CR41","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory.","author":"V Vapnik","year":"1995","unstructured":"Vapnik, V.: The Nature of Statistical Learning Theory. Springer, Berlin (1995)"},{"key":"459_CR42","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198538493.001.0001","volume-title":"Neural Networks for Pattern Recognition","author":"CM Bishop","year":"1995","unstructured":"Bishop, C.M.: Neural Networks for Pattern Recognition. Clarendon Press, Oxford (1995)"},{"issue":"4","key":"459_CR43","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/S1566-2535(02)00093-3","volume":"3","author":"LI Kuncheva","year":"2002","unstructured":"Kuncheva, L.I., Skurichina, M., Duin, R.P.: An experimental study on diversity for bagging and boosting with linear classifiers. Inf. Fusion 3(4), 245\u2013258 (2002)","journal-title":"Inf. Fusion"},{"issue":"10","key":"459_CR44","doi-asserted-by":"crossref","first-page":"1565","DOI":"10.1016\/j.patrec.2008.03.010","volume":"29","author":"DMJ Tax","year":"2008","unstructured":"Tax, D.M.J., Duin, R.P.W.: Growing a multi-class classifier with a reject option. Pattern Recognit. Lett. 29(10), 1565\u20131570 (2008)","journal-title":"Pattern Recognit. Lett."},{"issue":"11\u201313","key":"459_CR45","first-page":"1191","volume":"20","author":"DMJ Tax","year":"1999","unstructured":"Tax, D.M.J., Duin, R.P.W.: Support vector domain description. Pattern Recognit. Lett. 20(11\u201313), 1191\u20131199 (1999)","journal-title":"Pattern Recognit. Lett."},{"key":"459_CR46","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1109\/3468.618255","volume":"27","author":"L Lam","year":"1997","unstructured":"Lam, L., Suen, C.Y.: Application of majority voting to pattern recognition: an analysis of its behavior and performance. IEEE Trans. Syst. Man Cybern. Part A Syst. Human 27, 553\u2013568 (1997)","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Human"},{"issue":"7","key":"459_CR47","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1109\/TPAMI.2002.1017617","volume":"24","author":"N Giusti","year":"2002","unstructured":"Giusti, N., Masuli, F., Sperduti, A.: Theoretical and experimental analysis of a two-stage system for classification. IEEE Trans. PAMI 24(7), 893\u2013904 (2002)","journal-title":"IEEE Trans. PAMI"},{"key":"459_CR48","volume-title":"Pattern Classification","author":"RO Duda","year":"2001","unstructured":"Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, 2nd edn. Wiley, New York (2001)","edition":"2"},{"key":"459_CR49","volume-title":"Machine Learning","author":"T Mitchell","year":"1997","unstructured":"Mitchell, T.: Machine Learning. McGraw Hill, New York (1997)"},{"issue":"2","key":"459_CR50","first-page":"123","volume":"26","author":"L Breiman","year":"1996","unstructured":"Breiman, L.: Bagging predictors. Mach. Learn. 26(2), 123\u2013140 (1996)","journal-title":"Mach. Learn."},{"key":"459_CR51","unstructured":"Freund, Y., Schapire, R.E.: Experiments with a new boosting algorithm. In: Proceeding of 13th International Conference on Machine Learning, San Francisco, CA, USA. pp. 148\u2013156 (1996)"},{"key":"459_CR52","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random For. Machine Learning 45, 5\u201332 (2001)","journal-title":"Machine Learning"}],"container-title":["Machine Vision and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-012-0459-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00138-012-0459-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-012-0459-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,30]],"date-time":"2024-04-30T06:08:16Z","timestamp":1714457296000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00138-012-0459-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,10,12]]},"references-count":52,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2013,10]]}},"alternative-id":["459"],"URL":"https:\/\/doi.org\/10.1007\/s00138-012-0459-8","relation":{},"ISSN":["0932-8092","1432-1769"],"issn-type":[{"value":"0932-8092","type":"print"},{"value":"1432-1769","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,10,12]]}}}