{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T04:37:02Z","timestamp":1743050222875,"version":"3.40.3"},"publisher-location":"Cham","reference-count":11,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319670072"},{"type":"electronic","value":"9783319670089"}],"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\/978-3-319-67008-9_61","type":"book-chapter","created":{"date-parts":[[2017,9,1]],"date-time":"2017-09-01T02:46:02Z","timestamp":1504233962000},"page":"644-647","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Machine Learning Architectures for Scalable and Reliable Subject Indexing"],"prefix":"10.1007","author":[{"given":"Martin","family":"Toepfer","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,9,2]]},"reference":[{"issue":"3","key":"61_CR1","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1609\/aimag.v31i3.2303","volume":"31","author":"DA Ferrucci","year":"2010","unstructured":"Ferrucci, D.A., Brown, E.W., Chu-Carroll, J., Fan, J., Gondek, D., Kalyanpur, A., Lally, A., Murdock, J.W., Nyberg, E., Prager, J.M., Schlaefer, N., Welty, C.A.: Building watson: an overview of the DeepQA project. AI Mag. 31(3), 59\u201379 (2010)","journal-title":"AI Mag."},{"issue":"3","key":"61_CR2","doi-asserted-by":"publisher","first-page":"52: 1","DOI":"10.1145\/2716262","volume":"47","author":"E Gibaja","year":"2015","unstructured":"Gibaja, E., Ventura, S.: A tutorial on multilabel learning. ACM Comput. Surv. 47(3), 52: 1\u201352: 38 (2015)","journal-title":"ACM Comput. Surv."},{"issue":"5","key":"61_CR3","first-page":"660","volume":"18","author":"M Huang","year":"2011","unstructured":"Huang, M., N\u00e9v\u00e9ol, A., Lu, Z.: Recommending MeSH terms for annotating biomedical articles. JAMIA 18(5), 660\u2013667 (2011)","journal-title":"JAMIA"},{"issue":"2","key":"61_CR4","doi-asserted-by":"crossref","first-page":"151","DOI":"10.5626\/JCSE.2012.6.2.151","volume":"6","author":"A Jimeno-Yepes","year":"2012","unstructured":"Jimeno-Yepes, A., Mork, J.G., Demner-Fushman, D., Aronson, A.R.: A one-size-fits-all indexing method does not exist: automatic selection based on meta-learning. JCSE 6(2), 151\u2013160 (2012)","journal-title":"JCSE"},{"issue":"4","key":"61_CR5","doi-asserted-by":"publisher","first-page":"701","DOI":"10.1162\/COLI_a_00239","volume":"41","author":"CD Manning","year":"2015","unstructured":"Manning, C.D.: Computational linguistics and deep learning. Comput. Linguist. 41(4), 701\u2013707 (2015)","journal-title":"Comput. Linguist."},{"key":"61_CR6","doi-asserted-by":"crossref","unstructured":"Medelyan, O., Witten, I.H.: Measuring inter-indexer consistency using a thesaurus. In: Proceedings of Joint Conference on Digital Libraries, pp. 274\u2013275. ACM (2006)","DOI":"10.1145\/1141753.1141816"},{"issue":"7","key":"61_CR7","doi-asserted-by":"publisher","first-page":"1026","DOI":"10.1002\/asi.20790","volume":"59","author":"O Medelyan","year":"2008","unstructured":"Medelyan, O., Witten, I.H.: Domain-independent automatic keyphrase indexing with small training sets. J. Am. Soc. Inf. Sci. Technol. 59(7), 1026\u20131040 (2008). http:\/\/dx.doi.org\/10.1002\/asi.20790","journal-title":"J. Am. Soc. Inf. Sci. Technol."},{"key":"61_CR8","unstructured":"Palatucci, M., Pomerleau, D., Hinton, G.E., Mitchell, T.M.: Zero-shot learning with semantic output codes. In: Bengio, Y., Schuurmans, D., Lafferty, J.D., Williams, C.K.I., Culotta, A. (eds.) Advances in Neural Information Processing Systems 22, pp. 1410\u20131418. Curran Associates, Inc. (2009). http:\/\/papers.nips.cc\/paper\/3650-zero-shot-learning-with-semantic-output-codes.pdf"},{"issue":"1","key":"61_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/505282.505283","volume":"34","author":"F Sebastiani","year":"2002","unstructured":"Sebastiani, F.: Machine learning in automated text categorization. ACM Comput. Surv. 34(1), 1\u201347 (2002)","journal-title":"ACM Comput. Surv."},{"key":"61_CR10","doi-asserted-by":"crossref","unstructured":"Toepfer, M., Seifert, C.: Descriptor-invariant fusion architectures for automatic subject indexing. In: Proceedings of Joint Conference on Digital Libraries (2017). Accepted","DOI":"10.1109\/JCDL.2017.7991557"},{"key":"61_CR11","first-page":"1198","volume":"2014","author":"WJ Wilbur","year":"2014","unstructured":"Wilbur, W.J., Kim, W.: Stochastic gradient descent and the prediction of MeSH for PubMed records. Proc. AMIA Ann. Symp. 2014, 1198\u20131207 (2014)","journal-title":"Proc. AMIA Ann. Symp."}],"container-title":["Lecture Notes in Computer Science","Research and Advanced Technology for Digital Libraries"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-67008-9_61","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T12:51:34Z","timestamp":1710334294000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-67008-9_61"}},"subtitle":["Fusion, Knowledge Transfer, and Confidence"],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319670072","9783319670089"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-67008-9_61","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"2 September 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}