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In the feature mapping process of transfer learning, the loss of source domain information is very serious, which leads to the loss of knowledge in inverse mapping. To obtain more specific and complete information in the source domain, a link prediction method based on the distribution function fitting method of domain orthogonal term family is proposed. The key samples in the source domain are used to construct a family of orthogonal polynomials, and the least square approximation of the distribution function is obtained by using the family of orthogonal polynomials. The feature vector set of the key samples is extracted from the source domain, and the pseudo label is assigned to the target training set, so that the link classifier can complete the supervised link prediction task. In addition, an advanced performance of TLAD is obtained by comparing with other state\u2010of\u2010the\u2010art models in practice.<\/jats:p>","DOI":"10.1002\/cpe.6461","type":"journal-article","created":{"date-parts":[[2021,8,13]],"date-time":"2021-08-13T17:20:57Z","timestamp":1628875257000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Transfer learning based attack detection for wireless communication networks"],"prefix":"10.1002","volume":"33","author":[{"given":"Sijia","family":"Li","sequence":"first","affiliation":[{"name":"College of Information and Communication Engineering Beijing University of Technology  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3806-8284","authenticated-orcid":false,"given":"Jiali","family":"Pang","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Technology Nanjing University of Aeronautics and Astronautics  Nanjing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiang","family":"Wu","sequence":"additional","affiliation":[{"name":"College of Information and Communication Engineering Beijing University of Technology  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Na","family":"Yao","sequence":"additional","affiliation":[{"name":"Beijing Aerospace Automatic Control Institute  Beijing China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weiwei","family":"Yuan","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Technology Nanjing University of Aeronautics and Astronautics  Nanjing China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,8,13]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/JAS.2020.1003393"},{"key":"e_1_2_8_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3040019"},{"key":"e_1_2_8_4_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.5342"},{"key":"e_1_2_8_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.05.130"},{"key":"e_1_2_8_6_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-020-09898-3"},{"key":"e_1_2_8_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/LCSYS.2020.3041407"},{"key":"e_1_2_8_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.10.056"},{"key":"e_1_2_8_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3056578"},{"key":"e_1_2_8_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-020-01853-7"},{"key":"e_1_2_8_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.10.016"},{"key":"e_1_2_8_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3028652"},{"key":"e_1_2_8_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2020.106997"},{"key":"e_1_2_8_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2020.3031596"},{"key":"e_1_2_8_15_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.5182"},{"issue":"2","key":"e_1_2_8_16_1","first-page":"241","article-title":"A hybrid BlockChain\u2010based identity authentication scheme for multi\u2010WSN","volume":"13","author":"Cui Z","year":"2020","journal-title":"IEEE Trans Serv Comput"},{"key":"e_1_2_8_17_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcss.2011.12.020"},{"key":"e_1_2_8_18_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.1316"},{"key":"e_1_2_8_19_1","doi-asserted-by":"crossref","unstructured":"PuthalD RanjanSN ChenJ. A dynamic key length based approach for real\u2010time security verification of big sensing data stream. Paper presented at: Proceedings of the International Conference on Web Information Systems Engineering (WISE 2015); 2015:93\u2010108; Miami FL.","DOI":"10.1007\/978-3-319-26187-4_7"},{"key":"e_1_2_8_20_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.1456"},{"key":"e_1_2_8_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2020.2964552"},{"key":"e_1_2_8_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2020.2987002"},{"key":"e_1_2_8_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3007155"},{"key":"e_1_2_8_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2020.3020139"},{"key":"e_1_2_8_25_1","doi-asserted-by":"crossref","unstructured":"ChenJ YangY. Temporal dependency based checkpoint selection for dynamic verification of fixed\u2010time constraints in grid workflow systems. 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