{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T14:25:25Z","timestamp":1740147925558,"version":"3.37.3"},"reference-count":28,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,4,7]],"date-time":"2020-04-07T00:00:00Z","timestamp":1586217600000},"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":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"],"award-info":[{"award-number":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"]}],"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":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"],"award-info":[{"award-number":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Jiangxi Province Major Projects Fund","award":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"],"award-info":[{"award-number":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"]}]},{"name":"Jiangxi Province Major Projects Fund","award":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"],"award-info":[{"award-number":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"]}]},{"name":"Jiangxi Province Major Projects Fund","award":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"],"award-info":[{"award-number":["61762051","61562045","20171ACE50021","20171BBG70108","YC2018-S281"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational and Mathematical Methods in Medicine"],"published-print":{"date-parts":[[2020,4,7]]},"abstract":"<jats:p>The basic experimental data of traditional Chinese medicine are generally obtained by high-performance liquid chromatography and mass spectrometry. The data often show the characteristics of high dimensionality and few samples, and there are many irrelevant features and redundant features in the data, which bring challenges to the in-depth exploration of Chinese medicine material information. A hybrid feature selection method based on iterative approximate Markov blanket (CI_AMB) is proposed in the paper. The method uses the maximum information coefficient to measure the correlation between features and target variables and achieves the purpose of filtering irrelevant features according to the evaluation criteria, firstly. The iterative approximation Markov blanket strategy analyzes the redundancy between features and implements the elimination of redundant features and then selects an effective feature subset finally. Comparative experiments using traditional Chinese medicine material basic experimental data and UCI\u2019s multiple public datasets show that the new method has a better advantage to select a small number of highly explanatory features, compared with Lasso, XGBoost, and the classic approximate Markov blanket method.<\/jats:p>","DOI":"10.1155\/2020\/8308173","type":"journal-article","created":{"date-parts":[[2020,4,7]],"date-time":"2020-04-07T23:31:50Z","timestamp":1586302310000},"page":"1-11","source":"Crossref","is-referenced-by-count":4,"title":["Research on Hybrid Feature Selection Method Based on Iterative Approximation Markov Blanket"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8231-2216","authenticated-orcid":true,"given":"Canyi","family":"Huang","sequence":"first","affiliation":[{"name":"School of Computer, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Keding","family":"Li","sequence":"additional","affiliation":[{"name":"School of Humanities, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5584-9181","authenticated-orcid":true,"given":"Jianqiang","family":"Du","sequence":"additional","affiliation":[{"name":"School of Computer, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bin","family":"Nie","sequence":"additional","affiliation":[{"name":"School of Computer, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0610-8891","authenticated-orcid":true,"given":"Guoliang","family":"Xu","sequence":"additional","affiliation":[{"name":"College of Pharmacy, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wangping","family":"Xiong","sequence":"additional","affiliation":[{"name":"School of Computer, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jigen","family":"Luo","sequence":"additional","affiliation":[{"name":"School of Computer, Jiangxi University of Traditional Chinese Medicine, Nanchang 330004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1002\/sim.7576"},{"issue":"3","key":"2","first-page":"14","volume":"7","year":"2004","journal-title":"Statistics & Decision"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1155\/2010\/375942"},{"issue":"12","key":"4","first-page":"1136","volume":"6","year":"2012","journal-title":"Journal of Frontiers of Computer Science & Technology"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/7907163"},{"issue":"s1","key":"6","first-page":"16","volume":"45","year":"2018","journal-title":"Computer Science"},{"issue":"9","key":"7","first-page":"2433","volume":"37","year":"2017","journal-title":"Journal of Computer Applications"},{"issue":"5","key":"8","first-page":"595","volume":"12","year":"2017","journal-title":"CAAI Transactions on Intelligent Systems"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2013.05.021"},{"issue":"1","key":"11","first-page":"112","volume":"12","year":"2018","journal-title":"Journal of Frontiers of Computer Science and Technology"},{"issue":"6","key":"12","first-page":"1209","volume":"36","year":"2015","journal-title":"Journal of Chinese Computer Systems"},{"issue":"5","key":"13","first-page":"47","volume":"30","year":"2017","journal-title":"Pattern Recognition and Artificial Intelligence"},{"issue":"12","key":"15","first-page":"1121","volume":"30","year":"2017","journal-title":"Pattern Recognition and Artificial Intelligence"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-31362-2_8"},{"issue":"10","key":"18","first-page":"147","volume":"52","year":"2018","journal-title":"Journal of Xi\u2019an Jiaotong University"},{"issue":"5","key":"19","first-page":"795","volume":"43","year":"2017","journal-title":"Acta Automatica Sinica"},{"issue":"1","key":"20","first-page":"157","volume":"48","year":"2012","journal-title":"Computer Engineering and Applications"},{"issue":"12","key":"21","first-page":"1205","volume":"5","year":"2004","journal-title":"Journal of Machine Learning Research"},{"issue":"1","key":"22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TKDE.2011.181","volume":"25","year":"2013","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2005.11.001"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1126\/science.1205438"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1093\/mnras\/stu274"},{"issue":"8","key":"26","first-page":"225","volume":"43","year":"2017","journal-title":"Computer Engineering"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1016\/j.chroma.2015.08.049"},{"issue":"z11","key":"28","first-page":"42","volume":"42","year":"2015","journal-title":"Computer Science"},{"issue":"8","key":"29","first-page":"249","volume":"43","year":"2016","journal-title":"Computer Science"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0181426"},{"issue":"4","key":"32","first-page":"1603","volume":"18","year":"2006","journal-title":"Statistica Sinica"}],"container-title":["Computational and Mathematical Methods in Medicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/8308173.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/8308173.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/8308173.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,7]],"date-time":"2020-04-07T23:32:03Z","timestamp":1586302323000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cmmm\/2020\/8308173\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4,7]]},"references-count":28,"alternative-id":["8308173","8308173"],"URL":"https:\/\/doi.org\/10.1155\/2020\/8308173","relation":{},"ISSN":["1748-670X","1748-6718"],"issn-type":[{"type":"print","value":"1748-670X"},{"type":"electronic","value":"1748-6718"}],"subject":[],"published":{"date-parts":[[2020,4,7]]}}}