{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T18:04:16Z","timestamp":1761156256125,"version":"3.40.3"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319534794"},{"type":"electronic","value":"9783319534800"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","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":[[2017]]},"DOI":"10.1007\/978-3-319-53480-0_28","type":"book-chapter","created":{"date-parts":[[2017,2,22]],"date-time":"2017-02-22T10:12:19Z","timestamp":1487758339000},"page":"279-288","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Bayesian Networks for Identifying Semantic Relations in a Never-Ending Learning System"],"prefix":"10.1007","author":[{"given":"Edimilson Batista","family":"dos Santos","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Massilon Louren\u00e7o","family":"Fernandes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"suffix":"Jr.","given":"Estevam R.","family":"Hruschka","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ma\u00edsa Cristina","family":"Duarte","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,2,23]]},"reference":[{"key":"28_CR1","volume-title":"Machine Learning","author":"TM Mitchell","year":"1997","unstructured":"Mitchell, T.M.: Machine Learning. McGraw-Hill, New York (1997)"},{"key":"28_CR2","doi-asserted-by":"crossref","unstructured":"Carlson, A., Betteridge, J., Kisiel, B., Settles, B., Hruschka Jr., E.R., Mitchell, T.M.: Toward an architecture for never-ending language learning. In: Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence. AAAI Press (2010)","DOI":"10.1609\/aaai.v24i1.7519"},{"key":"28_CR3","doi-asserted-by":"crossref","unstructured":"Mitchell, T., Cohen, W., Hruschka, E., Talukdar, P., Betteridge, J., Carlson, A., Dalvi, B., et al.: Never-ending learning. In: Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, pp. 2302\u20132310. AAAI Press (2015)","DOI":"10.1609\/aaai.v29i1.9498"},{"key":"28_CR4","doi-asserted-by":"crossref","unstructured":"Carlson, A., Betteridge, J., Hruschka Jr., E.R., Mitchell, T.M.: Coupling semi-supervised learning of categories and relations. In: Proceedings of the NAACL HLT 2009, Work on Semisupervised Learning for Natural Language Processing, New Jersey, pp. 1\u20139 (2009)","DOI":"10.3115\/1621829.1621830"},{"key":"28_CR5","doi-asserted-by":"crossref","unstructured":"Carlson, A., Betteridge, J., Wang, R., Hruschka Jr., E.R., Mitchell, T.M.: Coupled semi-supervised learning for information extraction. In: Proceedings of the Third ACM International Conference on Web Search and Data Mining (2010)","DOI":"10.1145\/1718487.1718501"},{"key":"28_CR6","doi-asserted-by":"crossref","unstructured":"Appel, A.P., Hruschka Jr., E.R.: Prophet - a link-predictor to learn new rules on NELL. In: Proceedings of the IEEE ICDM2011 Workshop on Data Mining in Networks. IEEE Press, Los Alamitos (2011)","DOI":"10.1109\/ICDMW.2011.142"},{"key":"28_CR7","unstructured":"Mohamed, T.P., Hruschka Jr., E.R., Mitchell, T.M.: Discovering relations between noun categories. In: Proceedings of the 8th Conference on Emp. Methods in Natural Language Processing, Stroudsburg, pp. 1447\u20131455 (2011)"},{"key":"28_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/978-3-642-34654-5_24","volume-title":"Advances in Artificial Intelligence \u2013 IBERAMIA 2012","author":"SDS Pedro","year":"2012","unstructured":"Pedro, S.D.S., Hruschka, E.R.: Conversing learning: active learning and active social interaction for human supervision in never-ending learning systems. In: Pav\u00f3n, J., Duque-M\u00e9ndez, N.D., Fuentes-Fern\u00e1ndez, R. (eds.) IBERAMIA 2012. LNCS (LNAI), vol. 7637, pp. 231\u2013240. Springer, Heidelberg (2012). doi: 10.1007\/978-3-642-34654-5_24"},{"key":"28_CR9","unstructured":"Curran, J.R., Murphy, T., Scholz, B.: Minimising semantic drift with mutual exclusion bootstrapping. In: Proceedings of the 10th Conference on the Pacific Association for Computational Linguistics, pp. 172\u2013180 (2007)"},{"issue":"1\u20132","key":"28_CR10","doi-asserted-by":"crossref","first-page":"47","DOI":"10.3233\/FI-2013-824","volume":"124","author":"ER Hruschka Jr","year":"2013","unstructured":"Hruschka Jr., E.R., Duarte, M.C., Nicoletti, M.C.: Coupling as strategy for reducing concept-drift in never-ending learning environments. Fundamenta Informaticae 124(1\u20132), 47\u201361 (2013)","journal-title":"Fundamenta Informaticae"},{"key":"28_CR11","doi-asserted-by":"crossref","unstructured":"Pennacchiotti, M., Pantel, P.: Entity extraction via ensemble semantics. In: Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, vol. 1, pp. 238\u2013247. Association for Computational Linguistics (2009)","DOI":"10.3115\/1699510.1699542"},{"key":"28_CR12","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1023\/A:1007379606734","volume":"28","author":"R Caruana","year":"1997","unstructured":"Caruana, R.: Multitask learning. Mach. Learn. 28, 41\u201375 (1997)","journal-title":"Mach. Learn."},{"key":"28_CR13","doi-asserted-by":"crossref","unstructured":"Duarte, M.C., Hruschka, E.R.: How to read the web in Portuguese using the never-ending language learner\u2019s principles. In: 2014 14th International Conference on Intelligent Systems Design and Applications, pp. 162\u2013167. IEEE (2014)","DOI":"10.1109\/ISDA.2014.7066260"},{"key":"28_CR14","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1007\/978-3-642-33486-3_20","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"S Verma","year":"2012","unstructured":"Verma, S., Hruschka, E.R.: Coupled Bayesian sets algorithm for semi-supervised learning and information extraction. In: Flach, P.A., Bie, T., Cristianini, N. (eds.) ECML PKDD 2012. LNCS (LNAI), vol. 7524, pp. 307\u2013322. Springer, Heidelberg (2012). doi: 10.1007\/978-3-642-33486-3_20"},{"key":"28_CR15","volume-title":"Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference","author":"J Pearl","year":"1988","unstructured":"Pearl, J.: Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann, San Mateo (1988)"},{"key":"28_CR16","unstructured":"Santos, E.B., Hruschka Jr., E.R., Ebecken, N.F.F.: Learning Bayesian network structures using multiple offspring sampling. In: Proceedings of the 11th International Conference on Intelligent Systems Design and Applications (ISDA 2011). IEEE Press, Los Alamitos (2011)"},{"key":"28_CR17","first-page":"106","volume":"7","author":"RGL Miani","year":"2015","unstructured":"Miani, R.G.L., Hruschka Jr., E.R.: Exploring association rules in a large growing knowledge base. Int. J. Comput. Inf. Syst. Ind. Manage. Appl. 7, 106\u2013114 (2015)","journal-title":"Int. J. Comput. Inf. Syst. Ind. Manage. Appl."},{"key":"28_CR18","doi-asserted-by":"crossref","first-page":"333","DOI":"10.3233\/IDA-2010-0424","volume":"14","author":"A Torre La","year":"2010","unstructured":"La Torre, A., Pena, J.M., Muelas, S., Freitas, A.A.: Learning hybridization strategies in evolutionary algorithms. Intell. Data Anal. 14, 333\u2013354 (2010)","journal-title":"Intell. Data Anal."},{"key":"28_CR19","first-page":"309","volume":"9","author":"GF Cooper","year":"1992","unstructured":"Cooper, G.F., Herskovits, E.: A Bayesian method for the induction of probabilistic networks from data. Mach. Learn. 9, 309\u2013347 (1992)","journal-title":"Mach. Learn."},{"key":"28_CR20","unstructured":"Gama, J.: Combining classification algorithms. Ph.D. thesis, University of Porto, Portugal (2000)"},{"key":"28_CR21","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1111\/risa.12112","volume":"34","author":"EB Santos","year":"2013","unstructured":"Santos, E.B., Ebecken, N.F.F., Hruschka Jr., E.R., Elkamel, A., Madhuranthakam, C.M.R.: Bayesian classifiers applied to the tenessee eastman process. Risk Anal. 34, 485\u2013497 (2013)","journal-title":"Risk Anal."},{"issue":"3","key":"28_CR22","doi-asserted-by":"publisher","first-page":"183","DOI":"10.3233\/HIS-140194","volume":"11","author":"EB Santos dos","year":"2014","unstructured":"dos Santos, E.B., Hruschka Jr., E.R., do Carmo Nicoletti, M., Ebecken, N.F.F.: The influences of canonical evolutionary algorithm operators and variable orderings in learning Bayesian classifiers from data. Int. J. Hybrid Intel. Syst. 11(3), 183\u2013195 (2014)","journal-title":"Int. J. Hybrid Intel. Syst."},{"key":"28_CR23","unstructured":"Poole, D.: First-order probabilistic inference. In: Proceedings of the 18th International Joint Conference on Artificial Intelligence, pp. 985\u2013991. Morgan Kaufmann Publishers Inc. (2003)"},{"issue":"1","key":"28_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10994-014-5443-2","volume":"99","author":"A Kimmig","year":"2015","unstructured":"Kimmig, A., Mihalkova, L., Getoor, L.: Lifted graphical models: a survey. Mach. Learn. 99(1), 1\u201345 (2015)","journal-title":"Mach. Learn."},{"issue":"3","key":"28_CR25","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1007\/s10994-016-5557-9","volume":"103","author":"O Schulte","year":"2016","unstructured":"Schulte, O., Qian, Z., Kirkpatrick, A.E., Yin, X., Sun, Y.: Fast learning of relational dependency networks. Mach. Learn. 103(3), 377\u2013406 (2016)","journal-title":"Mach. Learn."}],"container-title":["Advances in Intelligent Systems and Computing","Intelligent Systems Design and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-53480-0_28","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,22]],"date-time":"2023-08-22T09:32:18Z","timestamp":1692696738000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-53480-0_28"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319534794","9783319534800"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-53480-0_28","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"23 February 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISDA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Systems Design and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Porto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 December 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isda2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/isda16\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}