{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,14]],"date-time":"2026-02-14T14:18:08Z","timestamp":1771078688586,"version":"3.50.1"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319202471","type":"print"},{"value":"9783319202488","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-20248-8_2","type":"book-chapter","created":{"date-parts":[[2015,6,3]],"date-time":"2015-06-03T03:05:22Z","timestamp":1433300722000},"page":"15-26","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["A Hierarchical Ensemble Method for DAG-Structured Taxonomies"],"prefix":"10.1007","author":[{"given":"Peter N.","family":"Robinson","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marco","family":"Frasca","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sebastian","family":"K\u00f6hler","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marco","family":"Notaro","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matteo","family":"Re","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giorgio","family":"Valentini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,6,3]]},"reference":[{"key":"2_CR1","doi-asserted-by":"crossref","unstructured":"Obozinski, G. et al.: Consistent probabilistic output for protein function prediction. Genome Biol. 9(S6) (2008)","DOI":"10.1186\/gb-2008-9-s1-s6"},{"key":"2_CR2","doi-asserted-by":"crossref","DOI":"10.1201\/b10967","volume-title":"Introduction to Bio-Ontologies","author":"PN Robinson","year":"2011","unstructured":"Robinson, P.N., Bauer, S.: Introduction to Bio-Ontologies. CRC Press, Boca Raton (2011)"},{"key":"2_CR3","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/7443.001.0001","volume-title":"Predicting Structured Data","author":"G Bakir","year":"2007","unstructured":"Bakir, G., et al.: Predicting Structured Data. MIT Press, Cambridge (2007)"},{"key":"2_CR4","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1007\/s10994-009-5111-0","volume":"77","author":"C Lampert","year":"2009","unstructured":"Lampert, C., Blaschko, M.: Structured prediction by joint kernel support estimation. Mach. Learn. 77, 249\u2013269 (2009)","journal-title":"Mach. Learn."},{"key":"2_CR5","first-page":"1453","volume":"6","author":"I Tsochantaridis","year":"2005","unstructured":"Tsochantaridis, I., et al.: Large margin methods for structured and interdependent output variables. JMLR 6, 1453\u20131484 (2005)","journal-title":"JMLR"},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Cortes, C., Kuznetsov, V., Mohri, M.: Ensemble methods for structured prediction. In: Proceedings of the 31st ICML, Beijing, China (2014)","DOI":"10.3115\/v1\/P14-1001"},{"issue":"1\u20132","key":"2_CR7","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1007\/s10618-010-0175-9","volume":"22","author":"C Silla","year":"2011","unstructured":"Silla, C., Freitas, A.: A survey of hierarchical classification across different application domains. Data Min. Knowl. Disc. 22(1\u20132), 31\u201372 (2011)","journal-title":"Data Min. Knowl. Disc."},{"key":"2_CR8","first-page":"2649","volume":"12","author":"H Wang","year":"2011","unstructured":"Wang, H., She, X., Pan, W.: Large margin hierarchical classification with mutually exclusive class membership. JMLR 12, 2649\u20132676 (2011)","journal-title":"JMLR"},{"issue":"3","key":"2_CR9","doi-asserted-by":"publisher","first-page":"832","DOI":"10.1109\/TCBB.2010.38","volume":"8","author":"G Valentini","year":"2011","unstructured":"Valentini, G.: True path rule hierarchical ensembles for genome-wide gene function prediction. IEEE ACM Trans. Comp. Biol. Bioinf. 8(3), 832\u2013847 (2011)","journal-title":"IEEE ACM Trans. Comp. Biol. Bioinf."},{"issue":"1","key":"2_CR10","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/s10994-011-5271-6","volume":"88","author":"N Cesa-Bianchi","year":"2012","unstructured":"Cesa-Bianchi, N., Re, M., Valentini, G.: Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference. Mach. Learn. 88(1), 209\u2013241 (2012)","journal-title":"Mach. Learn."},{"issue":"2","key":"2_CR11","first-page":"1","volume":"11","author":"L Schietgat","year":"2010","unstructured":"Schietgat, L., et al.: Predicting gene function using hierarchical multi-label decision tree ensembles. BMC Bioinformatics 11(2), 1\u201314 (2010)","journal-title":"BMC Bioinformatics"},{"key":"2_CR12","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1016\/j.ajhg.2008.09.017","volume":"83","author":"P Robinson","year":"2008","unstructured":"Robinson, P., et al.: The human phenotype ontology: a tool for annotating and analyzing human hereditary disease. Am. J. Hum. Genet. 83, 610\u2013615 (2008)","journal-title":"Am. J. Hum. Genet."},{"key":"2_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1007\/978-3-642-02326-2_24","volume-title":"Multiple Classifier Systems","author":"G Valentini","year":"2009","unstructured":"Valentini, G.: True path rule hierarchical ensembles. In: Benediktsson, J.A., Kittler, J., Roli, F. (eds.) MCS 2009. LNCS, vol. 5519, pp. 232\u2013241. Springer, Heidelberg (2009)"},{"key":"2_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1007\/978-3-642-12127-2_30","volume-title":"Multiple Classifier Systems","author":"M Re","year":"2010","unstructured":"Re, M., Valentini, G.: An experimental comparison of hierarchical bayes and true path rule ensembles for protein function prediction. In: El Gayar, N., Kittler, J., Roli, F. (eds.) MCS 2010. LNCS, vol. 5997, pp. 294\u2013303. Springer, Heidelberg (2010)"},{"key":"2_CR15","volume-title":"Introduction to Algorithms","author":"T Cormen","year":"2009","unstructured":"Cormen, T., Leiserson, C., Rivest, R.: Introduction to Algorithms. MIT Press, Boston (2009)"},{"issue":"D1","key":"2_CR16","doi-asserted-by":"publisher","first-page":"D966","DOI":"10.1093\/nar\/gkt1026","volume":"42","author":"S Kohler","year":"2014","unstructured":"Kohler, S., et al.: The human phenotype ontology project: linking molecular biology and disease through phenotype data. Nucleic Acids Res. 42(D1), D966\u2013D974 (2014)","journal-title":"Nucleic Acids Res."},{"issue":"2","key":"2_CR17","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1016\/j.artmed.2014.03.003","volume":"61","author":"G Valentini","year":"2014","unstructured":"Valentini, G., et al.: An extensive analysis of disease-gene associations using network integration and fast kernel-based gene prioritization methods. Artif. Intell. Med. 61(2), 63\u201378 (2014)","journal-title":"Artif. Intell. Med."},{"key":"2_CR18","doi-asserted-by":"publisher","first-page":"R53","DOI":"10.1186\/gb-2010-11-5-r53","volume":"11","author":"G Wu","year":"2010","unstructured":"Wu, G., Feng, X., Stein, L.: A human functional protein interaction network and its application to cancer data analysis. Genome Biol. 11, R53 (2010)","journal-title":"Genome Biol."},{"issue":"7","key":"2_CR19","doi-asserted-by":"publisher","first-page":"1109","DOI":"10.1101\/gr.118992.110","volume":"21","author":"I Lee","year":"2011","unstructured":"Lee, I., et al.: Prioritizing candidate disease genes by network-based boosting of genome-wide association data. Genome Res. 21(7), 1109\u20131121 (2011)","journal-title":"Genome Res."},{"key":"2_CR20","unstructured":"Zhu, X., et al.: Semi-supervised learning with gaussian fields and harmonic functions. In: Proceedings of the 20th ICML, Washintgton, DC, USA (2003)"},{"issue":"6","key":"2_CR21","doi-asserted-by":"publisher","first-page":"1359","DOI":"10.1109\/TCBB.2013.62","volume":"10","author":"M Re","year":"2013","unstructured":"Re, M., Valentini, G.: Network-based drug ranking and repositioning with respect to drugbank therapeutic categories. IEEE ACM Trans. Comp. Biol. Bioinf. 10(6), 1359\u20131371 (2013)","journal-title":"IEEE ACM Trans. Comp. Biol. Bioinf."},{"issue":"Suppl 14\/S3","key":"2_CR22","first-page":"1","volume":"13","author":"M Re","year":"2012","unstructured":"Re, M., Valentini, G.: Cancer module genes ranking using kernelized score functions. BMC Bioinformatics 13(Suppl 14\/S3), 1\u201316 (2012)","journal-title":"BMC Bioinformatics"}],"container-title":["Lecture Notes in Computer Science","Multiple Classifier Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-20248-8_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,11]],"date-time":"2023-08-11T02:19:55Z","timestamp":1691720395000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-20248-8_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319202471","9783319202488"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-20248-8_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"3 June 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}