{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T06:03:57Z","timestamp":1778825037774,"version":"3.51.4"},"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":[{"name":"Liaoning Provincial Department of Education Science Foundation","award":["L2013064"],"award-info":[{"award-number":["L2013064"]}]},{"name":"Liaoning Provincial Department of Education Science Foundation","award":["2013S60109R"],"award-info":[{"award-number":["2013S60109R"]}]},{"name":"Liaoning Provincial Department of Education Science Foundation","award":["L201630"],"award-info":[{"award-number":["L201630"]}]},{"name":"Liaoning Provincial Department of Education Science Foundation","award":["61701322"],"award-info":[{"award-number":["61701322"]}]},{"name":"AVIC Technology Innovation Fund","award":["L2013064"],"award-info":[{"award-number":["L2013064"]}]},{"name":"AVIC Technology Innovation Fund","award":["2013S60109R"],"award-info":[{"award-number":["2013S60109R"]}]},{"name":"AVIC Technology Innovation Fund","award":["L201630"],"award-info":[{"award-number":["L201630"]}]},{"name":"AVIC Technology Innovation Fund","award":["61701322"],"award-info":[{"award-number":["61701322"]}]},{"name":"Education Department of Liaoning Province","award":["L2013064"],"award-info":[{"award-number":["L2013064"]}]},{"name":"Education Department of Liaoning Province","award":["2013S60109R"],"award-info":[{"award-number":["2013S60109R"]}]},{"name":"Education Department of Liaoning Province","award":["L201630"],"award-info":[{"award-number":["L201630"]}]},{"name":"Education Department of Liaoning Province","award":["61701322"],"award-info":[{"award-number":["61701322"]}]},{"name":"National Science Foundation for Young Scientists of China","award":["L2013064"],"award-info":[{"award-number":["L2013064"]}]},{"name":"National Science Foundation for Young Scientists of China","award":["2013S60109R"],"award-info":[{"award-number":["2013S60109R"]}]},{"name":"National Science Foundation for Young Scientists of China","award":["L201630"],"award-info":[{"award-number":["L201630"]}]},{"name":"National Science Foundation for Young Scientists of China","award":["61701322"],"award-info":[{"award-number":["61701322"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2017]]},"abstract":"<jats:p>Inspired by the behavior of dandelion sowing, a new novel swarm intelligence algorithm, namely, dandelion algorithm (DA), is proposed for global optimization of complex functions in this paper. In DA, the dandelion population will be divided into two subpopulations, and different subpopulations will undergo different sowing behaviors. Moreover, another sowing method is designed to jump out of local optimum. In order to demonstrate the validation of DA, we compare the proposed algorithm with other existing algorithms, including bat algorithm, particle swarm optimization, and enhanced fireworks algorithm. Simulations show that the proposed algorithm seems much superior to other algorithms. At the same time, the proposed algorithm can be applied to optimize extreme learning machine (ELM) for biomedical classification problems, and the effect is considerable. At last, we use different fusion methods to form different fusion classifiers, and the fusion classifiers can achieve higher accuracy and better stability to some extent.<\/jats:p>","DOI":"10.1155\/2017\/4523754","type":"journal-article","created":{"date-parts":[[2017,9,11]],"date-time":"2017-09-11T17:02:38Z","timestamp":1505149358000},"page":"1-13","source":"Crossref","is-referenced-by-count":38,"title":["New Dandelion Algorithm Optimizes Extreme Learning Machine for Biomedical Classification Problems"],"prefix":"10.1155","volume":"2017","author":[{"given":"Xiguang","family":"Li","sequence":"first","affiliation":[{"name":"School of Computer, Shenyang Aerospace University, Shenyang 110136, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3583-7735","authenticated-orcid":true,"given":"Shoufei","family":"Han","sequence":"additional","affiliation":[{"name":"School of Computer, Shenyang Aerospace University, Shenyang 110136, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liang","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Computer, Shenyang Aerospace University, Shenyang 110136, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Changqing","family":"Gong","sequence":"additional","affiliation":[{"name":"School of Computer, Shenyang Aerospace University, Shenyang 110136, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaojing","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Computer, Shenyang Aerospace University, Shenyang 110136, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","year":"1989"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1109\/3477.484436"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.2528\/PIER07082403"},{"key":"6","first-page":"207","volume":"39","year":"2012","journal-title":"Computer Science"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1126\/science.7973651"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-12538-6_6"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2006.03.003"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1080\/03081070701303470"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1016\/S0166-3615(99)00046-9"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2006.11.033"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2006.07.105"},{"key":"18","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1080\/02630250008970288","volume":"17","year":"2000","journal-title":"Civil Engineering and Environmental Systems"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/S0045-7825(99)00389-8"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2004.09.007"},{"key":"22","first-page":"30","volume":"9","year":"2011","journal-title":"Popular Technology"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1162\/NECO_a_00766"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2015.11.009"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2017\/4523754.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2017\/4523754.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2017\/4523754.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,9,11]],"date-time":"2017-09-11T17:02:43Z","timestamp":1505149363000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cin\/2017\/4523754\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"references-count":17,"alternative-id":["4523754","4523754"],"URL":"https:\/\/doi.org\/10.1155\/2017\/4523754","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}