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In this paper, a novel label propagation approach with<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M2\"><mml:mrow><mml:mi>\u03b1<\/mml:mi><\/mml:mrow><\/mml:math>-degree neighborhood impact is proposed for efficiently and effectively detecting communities in networks. Firstly, we calculate the neighborhood impact of each node in a network within the scope of its<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M3\"><mml:mrow><mml:mi>\u03b1<\/mml:mi><\/mml:mrow><\/mml:math>-degree neighborhood network by using an iterative approach. To mitigate the problems of visiting order correlation and convergence difficulty when updating the node labels asynchronously, our method updates the labels in an ascending order on the<jats:italic>\u03b1<\/jats:italic>-degree neighborhood impact of all the nodes. The<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M4\"><mml:mrow><mml:mi>\u03b1<\/mml:mi><\/mml:mrow><\/mml:math>-degree neighborhood impact is also taken as the updating weight value, where the parameter impact scope<jats:italic>\u03b1<\/jats:italic>can be set to a positive integer. Experimental results from several real-world and synthetic networks show that our method can reveal the community structure in networks rapidly and accurately. The performance of our method is better than other label propagation based methods.<\/jats:p>","DOI":"10.1155\/2014\/130689","type":"journal-article","created":{"date-parts":[[2014,11,26]],"date-time":"2014-11-26T21:13:01Z","timestamp":1417036381000},"page":"1-9","source":"Crossref","is-referenced-by-count":9,"title":["Label Propagation with<mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\"><mml:mrow><mml:mi>\u03b1<\/mml:mi><\/mml:mrow><\/mml:math>-Degree Neighborhood Impact for Network Community Detection"],"prefix":"10.1155","volume":"2014","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0818-0301","authenticated-orcid":true,"given":"Heli","family":"Sun","sequence":"first","affiliation":[{"name":"School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"},{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210023, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianbin","family":"Huang","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210023, China"},{"name":"School of Software, Xidian University, Xi\u2019an 710071, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang","family":"Zhong","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Xidian University, Xi\u2019an 710071, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ke","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Xidian University, Xi\u2019an 710071, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianhua","family":"Zou","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qinbao","family":"Song","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2011.07.017"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.74.47"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1126\/science.286.5439.509"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0011976"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1137\/S003614450342480"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2002.1033770"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.122653799"},{"issue":"1","key":"8","first-page":"100","volume":"28","year":"1979","journal-title":"Journal of the Royal Statistical Society. 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