{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T13:26:05Z","timestamp":1743081965644,"version":"3.40.3"},"publisher-location":"Cham","reference-count":47,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030157111"},{"type":"electronic","value":"9783030157128"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-15712-8_20","type":"book-chapter","created":{"date-parts":[[2019,4,7]],"date-time":"2019-04-07T03:27:59Z","timestamp":1554607679000},"page":"307-322","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Word Embeddings for Entity-Annotated Texts"],"prefix":"10.1007","author":[{"given":"Satya","family":"Almasian","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andreas","family":"Spitz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Gertz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,4,7]]},"reference":[{"issue":"4","key":"20_CR1","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1002\/wics.101","volume":"2","author":"H Abdi","year":"2010","unstructured":"Abdi, H., Williams, L.J.: Principal component analysis. Wiley Interdisciplinary Reviews: Comput. Stat. 2(4), 433\u2013459 (2010)","journal-title":"Wiley Interdisciplinary Reviews: Comput. Stat."},{"key":"20_CR2","doi-asserted-by":"crossref","unstructured":"Agirre, E., Alfonseca, E., Hall, K., Kravalova, J., Pa\u015fca, M., Soroa, A.: A study on similarity and relatedness using distributional and WordNet-based approaches. In: Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT) (2009)","DOI":"10.3115\/1620754.1620758"},{"key":"20_CR3","doi-asserted-by":"crossref","unstructured":"Agirre, E., Alfonseca, E., Hall, K.B., Kravalova, J., Pasca, M., Soroa, A.: A study on similarity and relatedness using distributional and WordNet-based approaches. In: Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics (NAACL-HLT) (2009)","DOI":"10.3115\/1620754.1620758"},{"key":"20_CR4","unstructured":"Bakarov, A.: A survey of word embeddings evaluation methods. arxiv:1801.09536 (2018)"},{"key":"20_CR5","unstructured":"Baroni, M., Evert, S., Lenci, A. (eds.): Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics Bridging the Gap Between Semantic Theory and Computational Simulations (2008)"},{"key":"20_CR6","unstructured":"Bengio, Y., Ducharme, R., Vincent, P.: A neural probabilistic language model. In: Advances in Neural Information Processing Systems (NIPS) (2000)"},{"key":"20_CR7","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1162\/tacl_a_00051","volume":"5","author":"P Bojanowski","year":"2017","unstructured":"Bojanowski, P., Grave, E., Joulin, A., Mikolov, T.: Enriching word vectors with subword information. TACL 5, 135\u2013146 (2017)","journal-title":"TACL"},{"issue":"1","key":"20_CR8","first-page":"1","volume":"49","author":"E Bruni","year":"2014","unstructured":"Bruni, E., Tran, N.K., Baroni, M.: Multimodal distributional semantics. J. Artif. Int. Res. 49(1), 1\u201347 (2014)","journal-title":"J. Artif. Int. Res."},{"issue":"3","key":"20_CR9","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1145\/3015467","volume":"16","author":"A Das","year":"2017","unstructured":"Das, A., Ganguly, D., Garain, U.: Named entity recognition with word embeddings and wikipedia categories for a low-resource language. ACM Trans. Asian Low-Resour. Lang. Inf. Process. 16(3), 18 (2017)","journal-title":"ACM Trans. Asian Low-Resour. Lang. Inf. Process."},{"issue":"6","key":"20_CR10","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1002\/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9","volume":"41","author":"S Deerwester","year":"1990","unstructured":"Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T.K., Harshman, R.: Indexing by latent semantic analysis. J. Am. Soc. Inform. Sci. 41(6), 391\u2013407 (1990)","journal-title":"J. Am. Soc. Inform. Sci."},{"key":"20_CR11","doi-asserted-by":"crossref","unstructured":"Diaz, F., Mitra, B., Craswell, N.: Query expansion with locally-trained word embeddings. In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL), Volume 1: Long Papers (2016)","DOI":"10.18653\/v1\/P16-1035"},{"key":"20_CR12","unstructured":"Durme, B.V., Rastogi, P., Poliak, A., Martin, M.P.: Efficient, compositional, order-sensitive n-gram embeddings. In: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics (EACL), Volume 2: Short Papers (2017)"},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"Ferret, O.: Discovering word senses from a network of lexical cooccurrences. In: Proceedings of the 20th International Conference on Computational Linguistics (COLING) (2004)","DOI":"10.3115\/1220355.1220549"},{"key":"20_CR14","unstructured":"Goldberg, Y., Levy, O.: Word2vec explained: deriving Mikolov et al.\u2019s negative-sampling word-embedding method. CoRR abs\/1402.3722 (2014)"},{"key":"20_CR15","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1016\/j.knosys.2018.03.022","volume":"151","author":"P Goyal","year":"2018","unstructured":"Goyal, P., Ferrara, E.: Graph embedding techniques, applications, and performance: a survey. Knowl. Based Syst. 151, 78\u201394 (2018)","journal-title":"Knowl. Based Syst."},{"key":"20_CR16","doi-asserted-by":"crossref","unstructured":"Grover, A., Leskovec, J.: node2vec: scalable feature learning for networks. In: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) (2016)","DOI":"10.1145\/2939672.2939754"},{"key":"20_CR17","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1162\/tacl_a_00080","volume":"4","author":"F Hill","year":"2016","unstructured":"Hill, F., Cho, K., Korhonen, A., Bengio, Y.: Learning to understand phrases by embedding the dictionary. TACL 4, 17\u201330 (2016)","journal-title":"TACL"},{"issue":"4","key":"20_CR18","doi-asserted-by":"publisher","first-page":"665","DOI":"10.1162\/COLI_a_00237","volume":"41","author":"F Hill","year":"2015","unstructured":"Hill, F., Reichart, R., Korhonen, A.: SimLex-999: evaluating semantic models with (genuine) similarity estimation. Comput. Linguist. 41(4), 665\u2013695 (2015)","journal-title":"Comput. Linguist."},{"key":"20_CR19","unstructured":"Kolb, P.: Experiments on the difference between semantic similarity and relatedness. In: Proceedings of the 17th Nordic Conference of Computational Linguistics, (NODALIDA) (2009)"},{"key":"20_CR20","doi-asserted-by":"crossref","unstructured":"Kuzi, S., Shtok, A., Kurland, O.: Query expansion using word embeddings. In: Proceedings of the 25th ACM International Conference on Information and Knowledge Management (CIKM) (2016)","DOI":"10.1145\/2983323.2983876"},{"key":"20_CR21","doi-asserted-by":"crossref","unstructured":"Lenc, L., Kr\u00e1l, P.: Word embeddings for multi-label document classification. In: Proceedings of the International Conference Recent Advances in Natural Language Processing (RANLP) (2017)","DOI":"10.26615\/978-954-452-049-6_057"},{"key":"20_CR22","unstructured":"Levy, O., Goldberg, Y.: Neural word embedding as implicit matrix factorization. In: Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems (NIPS) (2014)"},{"key":"20_CR23","unstructured":"Luong, T., Socher, R., Manning, C.D.: Better word representations with recursive neural networks for morphology. In: Proceedings of the Seventeenth Conference on Computational Natural Language Learning (CoNLL) (2013)"},{"key":"20_CR24","first-page":"2579","volume":"9","author":"L Maaten","year":"2008","unstructured":"Maaten, L., Hinton, G.: Visualizing data using t-SNE. J. Mach. Learn. Res. 9, 2579\u20132605 (2008)","journal-title":"J. Mach. Learn. Res."},{"key":"20_CR25","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511809071","volume-title":"Introduction to Information Retrieval","author":"CD Manning","year":"2008","unstructured":"Manning, C.D., Raghavan, P., Sch\u00fctze, H.: Introduction to Information Retrieval. Cambridge University Press, Cambridge (2008)"},{"key":"20_CR26","unstructured":"Mihalcea, R., Tarau, P.: TextRank: bringing order into text. In: Proceedings of the 2004 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2004)"},{"key":"20_CR27","unstructured":"Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representations in vector space. arXiv:1301.3781 (2013)"},{"key":"20_CR28","unstructured":"Mikolov, T., Yih, W., Zweig, G.: Linguistic regularities in continuous space word representations. In: Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics (NAACL-HLT) (2013)"},{"issue":"8","key":"20_CR29","doi-asserted-by":"publisher","first-page":"1388","DOI":"10.1111\/j.1551-6709.2010.01106.x","volume":"34","author":"J Mitchell","year":"2010","unstructured":"Mitchell, J., Lapata, M.: Composition in distributional models of semantics. Cogn. Sci. 34(8), 1388\u20131429 (2010)","journal-title":"Cogn. Sci."},{"key":"20_CR30","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1007\/978-3-319-58068-5_21","volume-title":"The Semantic Web","author":"JG Moreno","year":"2017","unstructured":"Moreno, J.G., et al.: Combining word and entity embeddings for entity linking. In: Blomqvist, E., Maynard, D., Gangemi, A., Hoekstra, R., Hitzler, P., Hartig, O. (eds.) ESWC 2017, Part I. LNCS, vol. 10249, pp. 337\u2013352. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-58068-5_21"},{"issue":"1","key":"20_CR31","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1075\/li.30.1.03nad","volume":"30","author":"D Nadeau","year":"2007","unstructured":"Nadeau, D., Sekine, S.: A survey of named entity recognition and classification. Lingvisticae Investigationes 30(1), 3\u201326 (2007)","journal-title":"Lingvisticae Investigationes"},{"key":"20_CR32","doi-asserted-by":"crossref","unstructured":"Pennington, J., Socher, R., Manning, C.D.: Glove: global vectors for word representation. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2014)","DOI":"10.3115\/v1\/D14-1162"},{"key":"20_CR33","doi-asserted-by":"crossref","unstructured":"Perozzi, B., Al-Rfou, R., Skiena, S.: DeepWalk: online learning of social representations. In: The 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) (2014)","DOI":"10.1145\/2623330.2623732"},{"key":"20_CR34","doi-asserted-by":"crossref","unstructured":"Radinsky, K., Agichtein, E., Gabrilovich, E., Markovitch, S.: A word at a time: computing word relatedness using temporal semantic analysis. In: Proceedings of the 20th International Conference on World Wide Web (WWW) (2011)","DOI":"10.1145\/1963405.1963455"},{"issue":"10","key":"20_CR35","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1145\/365628.365657","volume":"8","author":"H Rubenstein","year":"1965","unstructured":"Rubenstein, H., Goodenough, J.B.: Contextual correlates of synonymy. Commun. ACM 8(10), 627\u2013633 (1965)","journal-title":"Commun. ACM"},{"key":"20_CR36","doi-asserted-by":"crossref","unstructured":"Schnabel, T., Labutov, I., Mimno, D.M., Joachims, T.: Evaluation methods for unsupervised word embeddings. In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2015)","DOI":"10.18653\/v1\/D15-1036"},{"key":"20_CR37","doi-asserted-by":"crossref","unstructured":"Spitz, A., Gertz, M.: Terms over LOAD: leveraging named entities for cross-document extraction and summarization of events. In: Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) (2016)","DOI":"10.1145\/2911451.2911529"},{"key":"20_CR38","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-319-76941-7_1","volume-title":"Advances in Information Retrieval","author":"A Spitz","year":"2018","unstructured":"Spitz, A., Gertz, M.: Entity-centric topic extraction and exploration: a network-based approach. In: Pasi, G., Piwowarski, B., Azzopardi, L., Hanbury, A. (eds.) ECIR 2018. LNCS, vol. 10772, pp. 3\u201315. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-76941-7_1"},{"issue":"2","key":"20_CR39","doi-asserted-by":"publisher","first-page":"269","DOI":"10.1007\/s10579-012-9179-y","volume":"47","author":"J Str\u00f6tgen","year":"2013","unstructured":"Str\u00f6tgen, J., Gertz, M.: Multilingual and cross-domain temporal tagging. Lang. Resour. Eval. 47(2), 269\u2013298 (2013)","journal-title":"Lang. Resour. Eval."},{"key":"20_CR40","doi-asserted-by":"crossref","unstructured":"Tang, J., Qu, M., Wang, M., Zhang, M., Yan, J., Mei, Q.: LINE: large-scale information network embedding. In: Proceedings of the 24th International Conference on World Wide Web (WWW) (2015)","DOI":"10.1145\/2736277.2741093"},{"key":"20_CR41","doi-asserted-by":"crossref","unstructured":"Toutanova, K., Chen, D., Pantel, P., Poon, H., Choudhury, P., Gamon, M.: Representing text for joint embedding of text and knowledge bases. In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP, pp. 1499\u20131509 (2015)","DOI":"10.18653\/v1\/D15-1174"},{"key":"20_CR42","doi-asserted-by":"crossref","unstructured":"Toutanova, K., Klein, D., Manning, C.D., Singer, Y.: Feature-rich part-of-speech tagging with a cyclic dependency network. In: Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics (HLT-NAACL) (2003)","DOI":"10.3115\/1073445.1073478"},{"key":"20_CR43","doi-asserted-by":"crossref","unstructured":"Tsitsulin, A., Mottin, D., Karras, P., M\u00fcller, E.: VERSE: versatile graph embeddings from similarity measures. In: Proceedings of the 2018 World Wide Web Conference on World Wide Web (WWW) (2018)","DOI":"10.1145\/3178876.3186120"},{"key":"20_CR44","doi-asserted-by":"crossref","unstructured":"Wang, Z., Zhang, J., Feng, J., Chen, Z.: Knowledge graph and text jointly embedding. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, EMNLP, A meeting of SIGDAT, a Special Interest Group of the ACL, pp. 1591\u20131601 (2014)","DOI":"10.3115\/v1\/D14-1167"},{"key":"20_CR45","doi-asserted-by":"crossref","unstructured":"Yamada, I., Shindo, H., Takeda, H., Takefuji, Y.: Joint learning of the embedding of words and entities for named entity disambiguation. In: Proceedings of the 20th SIGNLL Conference on Computational Natural Language Learning, CoNLL, pp. 250\u2013259 (2016)","DOI":"10.18653\/v1\/K16-1025"},{"key":"20_CR46","doi-asserted-by":"crossref","unstructured":"Yin, W., Sch\u00fctze, H.: An exploration of embeddings for generalized phrases. In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (ACL) (2014)","DOI":"10.3115\/v1\/P14-3006"},{"key":"20_CR47","unstructured":"Zhou, D., Niu, S., Chen, S.: Efficient graph computation for Node2Vec. CoRR abs\/1805.00280 (2018)"}],"container-title":["Lecture Notes in Computer Science","Advances in Information Retrieval"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-15712-8_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T16:09:53Z","timestamp":1710346193000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-15712-8_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030157111","9783030157128"],"references-count":47,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-15712-8_20","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"7 April 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECIR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Information Retrieval","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Cologne","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 April 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 April 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"41","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ecir2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ecir2019.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}