{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T04:18:42Z","timestamp":1768709922492,"version":"3.49.0"},"reference-count":17,"publisher":"Wiley","license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61572300"],"award-info":[{"award-number":["61572300"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["61572300"],"award-info":[{"award-number":["61572300"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["61572300"],"award-info":[{"award-number":["61572300"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Taishan Scholar Program of Shandong Province","award":["61572300"],"award-info":[{"award-number":["61572300"]}]},{"name":"Taishan Scholar Program of Shandong Province","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}]},{"name":"Taishan Scholar Program of Shandong Province","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}]},{"name":"Taishan Scholar Program of Shandong Province","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}]},{"name":"Taishan Scholar Program of Shandong Province","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}]},{"name":"Taishan Scholar Program of Shandong Province","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["61572300"],"award-info":[{"award-number":["61572300"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["61572300"],"award-info":[{"award-number":["61572300"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["ZR2015FM010"],"award-info":[{"award-number":["ZR2015FM010"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["ZR2014FM001"],"award-info":[{"award-number":["ZR2014FM001"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["J15LN20"],"award-info":[{"award-number":["J15LN20"]}]},{"name":"Project of Shandong Province Medical and Health Technology Development Program","award":["2016WS0577"],"award-info":[{"award-number":["2016WS0577"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational and Mathematical Methods in Medicine"],"published-print":{"date-parts":[[2017]]},"abstract":"<jats:p>Breast cancer has been one of the main diseases that threatens women\u2019s life. Early detection and diagnosis of breast cancer play an important role in reducing mortality of breast cancer. In this paper, we propose a selective ensemble method integrated with the KNN, SVM, and Naive Bayes to diagnose the breast cancer combining ultrasound images with mammography images. Our experimental results have shown that the selective classification method with an accuracy of 88.73% and sensitivity of 97.06% is efficient for breast cancer diagnosis. And indicator <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\"><mml:mrow><mml:mi>R<\/mml:mi><\/mml:mrow><\/mml:math> presents a new way to choose the base classifier for ensemble learning.<\/jats:p>","DOI":"10.1155\/2017\/4896386","type":"journal-article","created":{"date-parts":[[2017,6,27]],"date-time":"2017-06-27T17:04:45Z","timestamp":1498583085000},"page":"1-7","source":"Crossref","is-referenced-by-count":23,"title":["A Selective Ensemble Classification Method Combining Mammography Images with Ultrasound Images for Breast Cancer Diagnosis"],"prefix":"10.1155","volume":"2017","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3387-5260","authenticated-orcid":true,"given":"Jinyu","family":"Cong","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Key Lab of Intelligent Computing & Information Security in Universities of Shandong, Institute of Life Sciences, Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology, and Key Lab of Intelligent Information Processing, Shandong Normal University, Jinan 250358, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9640-4947","authenticated-orcid":true,"given":"Benzheng","family":"Wei","sequence":"additional","affiliation":[{"name":"College of Science and Technology, Shandong University of Traditional Chinese Medicine, Jinan 250014, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yunlong","family":"He","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Key Lab of Intelligent Computing & Information Security in Universities of Shandong, Institute of Life Sciences, Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology, and Key Lab of Intelligent Information Processing, Shandong Normal University, Jinan 250358, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yilong","family":"Yin","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Shandong University, Jinan 250100, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5786-2491","authenticated-orcid":true,"given":"Yuanjie","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Key Lab of Intelligent Computing & Information Security in Universities of Shandong, Institute of Life Sciences, Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology, and Key Lab of Intelligent Information Processing, Shandong Normal University, Jinan 250358, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"1","key":"1","first-page":"11","volume":"63","year":"2014","journal-title":"A Cancer Journal for Clinicians"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.3322\/caac.21338"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2014.10.040"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2014.2312733"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1155\/2013\/205384"},{"issue":"4","key":"6","first-page":"323","volume":"16","year":"2006","journal-title":"Journal of the National Cancer Institute"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2016.06.082"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2009.05.012"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2012.2206398"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.2214\/ajr.181.1.1810177"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-010-1844-1"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1177\/0284185114528835"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.h5926"},{"issue":"420","key":"14","first-page":"1","volume":"420","year":"1999","journal-title":"Acta Radiologica Supplementum"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2442060712"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2262011843"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1016\/s0262-8856(01)00045-2"}],"container-title":["Computational and Mathematical Methods in Medicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2017\/4896386.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2017\/4896386.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2017\/4896386.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,27]],"date-time":"2017-06-27T17:04:55Z","timestamp":1498583095000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cmmm\/2017\/4896386\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"references-count":17,"alternative-id":["4896386","4896386"],"URL":"https:\/\/doi.org\/10.1155\/2017\/4896386","relation":{},"ISSN":["1748-670X","1748-6718"],"issn-type":[{"value":"1748-670X","type":"print"},{"value":"1748-6718","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}