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After proposing a classifier to deal with this problem, we provide extensive experimental evaluation showing that our proposed method is sound and that it is able to achieve high accuracy, in most cases much higher than other already existing algorithms configured to tackle this very same problem. The contributions of this paper are twofold: first, it presents a classifier for interlinked entities that outperforms most of the existing algorithms when the only information available is the relationships between these entities; second, it reveals the power of using label independent (LI) features extracted from network structural properties in the bootstrapping phases of relational classification.<\/jats:p>","DOI":"10.1142\/s0218194019500049","type":"journal-article","created":{"date-parts":[[2019,2,12]],"date-time":"2019-02-12T06:28:45Z","timestamp":1549952925000},"page":"63-91","source":"Crossref","is-referenced-by-count":0,"title":["Improving Classification of Interlinked Entities Using Only the Network Structure"],"prefix":"10.1142","volume":"29","author":[{"given":"Cristina","family":"P\u00e9rez-Sol\u00e0","sequence":"first","affiliation":[{"name":"Departament d\u2019Enginyeria de la Informaci\u00f3 i les Comunicacions, Universitat Aut\u00f2noma de Barcelona, Campus Bellaterra, 08193 \u2014 Cerdanyola, Catalonia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jordi","family":"Herrera-Joancomart\u00ed","sequence":"additional","affiliation":[{"name":"Departament d\u2019Enginyeria de la Informaci\u00f3 i les Comunicacions, Universitat Aut\u00f2noma de Barcelona, Campus Bellaterra, 08193 \u2014 Cerdanyola, Catalonia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2019,2,11]]},"reference":[{"key":"S0218194019500049BIB001","doi-asserted-by":"publisher","DOI":"10.1162\/0891201041850876"},{"key":"S0218194019500049BIB003","first-page":"73","volume-title":"Advances in Neural Information Processing Systems 16","author":"Bie T. 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