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By taking the effect of the spreading rate on information entropy into account, we proposed an improved information entropy (IIE) method. Compared to the benchmark methods in the six different empirical networks, the IIE method has been found with a better performance on Kendall\u2019s Tau and imprecision function under the Susceptible Infected Recovered (SIR) model. Especially in the Facebook network, Kendall\u2019s Tau can grow by 120% as compared with the original IE method. And, there is also an equally good performance in the comparative analysis of imprecise functions. The imprecise functions\u2019 value of the IIE method is smaller than the benchmark methods in six networks.<\/jats:p>","DOI":"10.1155\/2021\/5554322","type":"journal-article","created":{"date-parts":[[2021,5,21]],"date-time":"2021-05-21T00:20:07Z","timestamp":1621556407000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Information Entropy Based on Propagation Feature of Node for Identifying the Influential Nodes"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8277-4277","authenticated-orcid":false,"given":"Linfeng","family":"Zhong","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yan","family":"Tian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chen","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1448-4336","authenticated-orcid":false,"given":"Weijun","family":"Pan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,5,20]]},"reference":[{"key":"e_1_2_8_1_2","doi-asserted-by":"publisher","DOI":"10.1038\/nature07634"},{"key":"e_1_2_8_2_2","doi-asserted-by":"publisher","DOI":"10.1103\/revmodphys.81.591"},{"key":"e_1_2_8_3_2","doi-asserted-by":"publisher","DOI":"10.1126\/science.1185231"},{"key":"e_1_2_8_4_2","doi-asserted-by":"publisher","DOI":"10.1103\/revmodphys.87.925"},{"key":"e_1_2_8_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.123286"},{"key":"e_1_2_8_6_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-017-3619-6"},{"key":"e_1_2_8_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2017.11.019"},{"key":"e_1_2_8_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2014.07.001"},{"key":"e_1_2_8_9_2","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.90.042803"},{"key":"e_1_2_8_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2016.07.002"},{"key":"e_1_2_8_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2019.07.001"},{"key":"e_1_2_8_12_2","article-title":"Dynamic control of fraud information spreading in mobile social networks","volume":"2014","author":"Lin Y.","year":"2014","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics: Systems"},{"key":"e_1_2_8_13_2","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.92.012820"},{"key":"e_1_2_8_14_2","doi-asserted-by":"publisher","DOI":"10.1103\/revmodphys.74.47"},{"key":"e_1_2_8_15_2","doi-asserted-by":"publisher","DOI":"10.2307\/j.ctvcm4gk0"},{"key":"e_1_2_8_16_2","doi-asserted-by":"publisher","DOI":"10.1103\/physrevlett.86.3200"},{"key":"e_1_2_8_17_2","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.63.066117"},{"key":"e_1_2_8_18_2","doi-asserted-by":"publisher","DOI":"10.1007\/s41109-020-00337-4"},{"key":"e_1_2_8_19_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2013.08.028"},{"key":"e_1_2_8_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2018.12.017"},{"key":"e_1_2_8_21_2","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.83.045102"},{"key":"e_1_2_8_22_2","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.103.012302"},{"key":"e_1_2_8_23_2","doi-asserted-by":"publisher","DOI":"10.1287\/trsc.34.3.239.12300"},{"key":"e_1_2_8_24_2","doi-asserted-by":"publisher","DOI":"10.1080\/23249935.2015.1087233"},{"key":"e_1_2_8_25_2","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-control-070720-080844"},{"key":"e_1_2_8_26_2","doi-asserted-by":"publisher","DOI":"10.1145\/1232722.1232727"},{"key":"e_1_2_8_27_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-009-0150-5"},{"key":"e_1_2_8_28_2","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2019.2935965"},{"key":"e_1_2_8_29_2","doi-asserted-by":"publisher","DOI":"10.1126\/science.1215842"},{"key":"e_1_2_8_30_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2018.07.031"},{"key":"e_1_2_8_31_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0059613"},{"key":"e_1_2_8_32_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2014.06.079"},{"key":"e_1_2_8_33_2","doi-asserted-by":"publisher","DOI":"10.1088\/1367-2630\/abe971"},{"key":"e_1_2_8_34_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2020.107313"},{"key":"e_1_2_8_35_2","doi-asserted-by":"publisher","DOI":"10.1103\/revmodphys.88.035006"},{"key":"e_1_2_8_36_2","unstructured":"YouJ. 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