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Studies often discuss entropy in the degree distributions of a network. However, no specific work on entropy exists in clique networks. This work is an extension of a previous study that discussed this topic. We propose a method for calculating the entropy of a clique network and its minimum and maximum values in temporal semantic networks based on titles of scientific papers. In addition, the critical network of moments was extracted. We use the titles of scientific papers published in Nature and Science over ten-year period. The results show the diversity of vocabulary over time, based on the entropy values of vertices and edges. In each critical network, we discover the paths that connect important words and an interesting modular structure.<\/jats:p>","DOI":"10.1007\/s41109-020-00292-0","type":"journal-article","created":{"date-parts":[[2020,8,26]],"date-time":"2020-08-26T02:02:41Z","timestamp":1598407361000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Shannon entropy in time-varying semantic networks of titles of scientific paper"],"prefix":"10.1007","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9212-8105","authenticated-orcid":false,"given":"Marcelo do","family":"Vale Cunha","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos Cesar","family":"Ribeiro Santos","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marcelo Albano","family":"Moret","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hernane Borges","family":"de Barros Pereira","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,8,26]]},"reference":[{"key":"292_CR1","doi-asserted-by":"publisher","unstructured":"Amblard, F, Casteigts A, Flocchini P, Quattrociocchi W, Santoro N (2011) On the temporal analysis of scientific network evolution In: CASoN, 169\u2013174. https:\/\/doi.org\/10.1109\/cason.2011.6085938.","DOI":"10.1109\/cason.2011.6085938"},{"issue":"3","key":"292_CR2","first-page":"24","volume":"12","author":"JC Andrade","year":"2019","unstructured":"Andrade, JC, Barreto RSFD, Cunha MV, Ribeiro NM, Pereira HBB (2019) Interdisciplinaridade e teoria de redes: rede sem\u00e2ntica de cliques baseada em ementas e rede de componentes curriculares. iSys-Revista Brasileira de Sistemas de Informa\u00e7\u00e3o 12(3):24\u201352.","journal-title":"iSys-Revista Brasileira de Sistemas de Informa\u00e7\u00e3o"},{"key":"292_CR3","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1126\/science.286.5439.509","volume":"286","author":"AL Barabasi","year":"1999","unstructured":"Barabasi, AL, Albert R (1999) Emergence of scaling in random networks. 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