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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 3 4 5 6 Hits 81 – 100 of 112 81 Post-specialisation: Retrofitting vectors of words unseen in lexical resources Mrkšić, Nikola; Glavaš, Goran; Korhonen, Anna. - : Association for Computational Linguistics, 2018 BASE Show details 82 Discriminating between lexico-semantic relations with the specialization tensor model Vulić, Ivan; Glavaš, Goran. - : Association for Computational Linguistics, 2018 BASE Show details 83 Adversarial propagation and zero-shot cross-lingual transfer of word vector specialization Ponti, Edoardo Maria; Vulić, Ivan; Glavaš, Goran. - : Association for Computational Linguistics, 2018 BASE Show details 84 Explicit retrofitting of distributional word vectors Glavaš, Goran; Vulić, Ivan. - : Association for Computational Linguistics, 2018 BASE Show details 85 A resource-light method for cross-lingual semantic textual similarity Glavas, Goran; Rosso, Paolo; Franco-Salvador, Marc. - : Elsevier, 2018 BASE Show details 86 Cross-lingual classification of topics in political texts Glavaš, Goran [Verfasser]; Nanni, Federico [Verfasser]; Ponzetto, Simone Paolo [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2017 DNB Subject Category Language Show details 87 Improving neural knowledge base completion with cross-lingual projections Klein, Patrick [Verfasser]; Ponzetto, Simone Paolo [Verfasser]; Glavaš, Goran [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2017 DNB Subject Category Language Show details 88 Dual tensor model for detecting asymmetric lexico-semantic relations Glavaš, Goran [Verfasser]; Ponzetto, Simone Paolo [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2017 DNB Subject Category Language Show details 89 Unsupervised cross-lingual scaling of political texts Nanni, Federico; Ponzetto, Simone Paolo; Glavaš, Goran. - : Association for Computational Linguistics, 2017 BASE Show details 90 University of Mannheim @ CLSciSumm-17: Citation-Based Summarization of Scientific Articles Using Semantic Textual Similarity Eckert, Kai; Glavaš, Goran; Lauscher, Anne. - : RWTH, 2017 BASE Show details 91 Cross-lingual classification of topics in political texts Ponzetto, Simone Paolo; Nanni, Federico; Glavaš, Goran. - : Association for Computational Linguistics (ACL), 2017 BASE Show details 92 Improving neural knowledge base completion with cross-lingual projections Klein, Patrick; Glavaš, Goran; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2017 BASE Show details 93 Leveraging event-based semantics for automated text simplification Štajner, Sanja; Glavaš, Goran. - : Elsevier, 2017 BASE Show details 94 Two layers of annotation for representing event mentions in news stories Buono, Maria Pia di; Tutek, Martin; Šnajder, Jan. - : Association for Computational Linguistics, 2017 BASE Show details 95 If sentences could see: Investigating visual information for semantic textual similarity Glavaš, Goran; Vulić, Ivan; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2017 BASE Show details 96 Dual tensor model for detecting asymmetric lexico-semantic relations Glavaš, Goran; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2017 BASE Show details 97 Predicting news values from headline text and emotions Buono, Maria Pia di; Šnajder, Jan; Dalbelo Bašić, Bojana. - : Association for Computational Linguistics, 2017 BASE Show details 98 Unsupervised text segmentation using semantic relatedness graphs Glavaš, Goran; Nanni, Federico; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2016 BASE Show details 99 Spanish NER with word representations and conditional random fields Copara Zea, Jenny Linet; Ochoa Luna, José Eduardo; Thorne, Camilo. - : Association for Computational Linguistics, 2016 BASE Show details 100 Capturing interdisciplinarity in academic abstracts Nanni, Federico; Dietz, Laura; Faralli, Stefano; Glavaš, Goran; Ponzetto, Simone Paolo. - : Corporation for National Research Initiatives, 2016 Abstract: In this work we investigate the effectiveness of different text mining methods for the task of automated identification of interdisciplinary doctoral dissertations, considering solely the content of their abstracts. In contrast to previous attempts, we frame the interdisciplinarity detection as a two step classification process: we first predict the main discipline of the dissertation using a supervised multi-class classifier and then exploit the distribution of prediction confidences of the first classifier as input for the binary classification of interdisciplinarity. For both supervised classification models we experiment with several different sets of features ranging from standard lexical features such as TF-IDF weighted vectors over topic modelling distributions to latent semantic textual representations known as word embeddings. In contrast to previous findings, our experimental results suggest that interdisciplinarity is better detected when directly using textual features than when inferring from the results of main discipline classification. Keyword: 004 Informatik; 020 Bibliotheks- und Informationswissenschaft URL: https://doi.org/10.1045/september2016-nanni https://madoc.bib.uni-mannheim.de/41256/ http://www.dlib.org/dlib/september16/nanni/09nanni.print.html BASE Hide details Page: 1 2 3 4 5 6

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