{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T00:55:27Z","timestamp":1743036927203,"version":"3.40.3"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030017705"},{"type":"electronic","value":"9783030017712"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[[2018]]},"DOI":"10.1007\/978-3-030-01771-2_6","type":"book-chapter","created":{"date-parts":[[2018,10,6]],"date-time":"2018-10-06T16:43:04Z","timestamp":1538844184000},"page":"83-95","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Leveraging Reproduction-Error Representations for Multi-Instance Classification"],"prefix":"10.1007","author":[{"given":"Sebastian","family":"Kauschke","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Max","family":"M\u00fchlh\u00e4user","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Johannes","family":"F\u00fcrnkranz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,10,7]]},"reference":[{"key":"6_CR1","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/j.artint.2013.06.003","volume":"201","author":"J Amores","year":"2013","unstructured":"Amores, J.: Multiple instance classification: review taxonomy and comparative study. Artif. Intell. 201, 81\u2013105 (2013)","journal-title":"Artif. Intell."},{"key":"6_CR2","unstructured":"Andrews, S., Tsochantaridis, I., Hofmann, T.: Support vector machines for multiple-instance learning. In: Advances in Neural Information Processing Systems - NIPS\u201903, pp. 561\u2013568 (2003)"},{"key":"6_CR3","doi-asserted-by":"crossref","unstructured":"Bunescu, R.C., Mooney, R.J.: Multiple instance learning for sparse positive bags. In: Proceedings of the 24th International Conference on Machine Learning, pp. 105\u2013112 (2007)","DOI":"10.1145\/1273496.1273510"},{"key":"6_CR4","first-page":"1","volume":"7","author":"J Dem\u0161ar","year":"2006","unstructured":"Dem\u0161ar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 7, 1\u201330 (2006)","journal-title":"J. Mach. Learn. Res."},{"issue":"1\u20132","key":"6_CR5","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/S0004-3702(96)00034-3","volume":"89","author":"TG Dietterich","year":"1997","unstructured":"Dietterich, T.G., Lathrop, R.H., Lozano-P\u00e9rez, T.: Solving the multiple instance problem with axis-parallel rectangles. Artif. Intell. 89(1\u20132), 31\u201371 (1997)","journal-title":"Artif. Intell."},{"key":"6_CR6","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1016\/j.sigpro.2013.07.028","volume":"94","author":"S Feng","year":"2014","unstructured":"Feng, S., Xiong, W., Li, B., Lang, C., Huang, X.: Hierarchical sparse representation based multi-instance semi-supervised learning with application to image categorization. Signal Process. 94, 595\u2013607 (2014)","journal-title":"Signal Process."},{"key":"6_CR7","doi-asserted-by":"crossref","unstructured":"Foulds, J., Frank, E.: A review of multi-instance learning assumptions. In: Knowledge Engineering Review, vol. 25, pp. 1\u201325. Cambridge University Press, Cambridge (2010)","DOI":"10.1017\/S026988890999035X"},{"key":"6_CR8","unstructured":"Frank, E., Xu, X.: Applying propositional learning algorithms to multi-instance data. (Working paper 06\/03). Technical report, University of Waikato, Department of Computer Science (2003)"},{"key":"6_CR9","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1007\/978-3-319-46307-0_10","volume-title":"Discovery Science","author":"Sebastian Kauschke","year":"2016","unstructured":"Kauschke, S., F\u00fcrnkranz, J., Janssen, F.: Predicting cargo train failures: a machine learning approach for a lightweight prototype. In: Proceedings of the 19th International Conference on Discovery Science - DS\u201916, pp. 151\u2013166 (2016)"},{"key":"6_CR10","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. In: CoRR (2014). http:\/\/arxiv.org\/abs\/1412.6980"},{"key":"6_CR11","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1016\/j.media.2017.10.005","volume":"43","author":"M Liu","year":"2018","unstructured":"Liu, M., Zhang, J., Adeli, E., Shen, D.: Landmark-based deep multi-instance learning for brain disease diagnosis. Med. Image Anal. 43, 157\u2013168 (2018)","journal-title":"Med. Image Anal."},{"key":"6_CR12","doi-asserted-by":"crossref","unstructured":"Sipos, R., Fradkin, D., Moerchen, F., Wang, Z.: Log-based predictive maintenance. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD\u201914, pp. 1867\u20131876 (2014)","DOI":"10.1145\/2623330.2623340"},{"key":"6_CR13","unstructured":"Sutskever, I., Martens, J., Dahl, G., Hinton, G.: On the importance of initialization and momentum in deep learning. In: Proceedings of the International Conference on Machine Learning - ICML\u201913, pp. 1139\u20131147 (2013)"},{"key":"6_CR14","unstructured":"Vincent, P., Larochelle, H., Manzagol, P.-A.: Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion. J. Mach. Learn. Res. 11, 3371\u20133408 (2010)"},{"key":"6_CR15","unstructured":"Wang, J., Zucker, J.D.: Solving multiple-instance problem: a lazy learning approach. In: Proceedings of the 17th International Conference on Machine Learning - ICML\u201900, pp. 1119\u20131125 (2000)"},{"key":"6_CR16","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1016\/j.neucom.2015.08.104","volume":"184","author":"Y Wang","year":"2016","unstructured":"Wang, Y., Yao, H., Zhao, S.: Auto-encoder based dimensionality reduction. Neurocomputing 184, 232\u2013242 (2016)","journal-title":"Neurocomputing"},{"key":"6_CR17","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"468","DOI":"10.1007\/978-3-540-39857-8_42","volume-title":"Machine Learning: ECML 2003","author":"N Weidmann","year":"2003","unstructured":"Weidmann, N., Frank, E., Pfahringer, B.: A two-level learning method for generalized multi-instance problems. In: Lavra\u010d, N., Gamberger, D., Blockeel, H., Todorovski, L. (eds.) ECML 2003. LNCS (LNAI), vol. 2837, pp. 468\u2013479. Springer, Heidelberg (2003). https:\/\/doi.org\/10.1007\/978-3-540-39857-8_42"},{"key":"6_CR18","doi-asserted-by":"crossref","unstructured":"Wu, J., Yu, Y., Huang, C., Yu, K.: Deep multiple instance learning for image classification and auto-annotation. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition - CVPR\u201915, pp. 3460\u20133469. IEEE (2015)","DOI":"10.1109\/CVPR.2015.7298968"},{"key":"6_CR19","doi-asserted-by":"crossref","unstructured":"Yan, Z., Zhan, Y., Zhang, S., Metaxas, D., Zhou, X.S.: Multi-instance multi-stage deep learning for medical image recognition. In: Deep Learning for Medical Image Analysis, pp. 83\u2013104. Academic Press (2017)","DOI":"10.1016\/B978-0-12-810408-8.00006-7"},{"key":"6_CR20","doi-asserted-by":"crossref","unstructured":"Zhou, Z.H., Sun, Y.Y., Li, Y.F.: Multi-instance learning by treating instances as non-i.i.d. samples. In: Proceedings of the 26th International Conference on Machine Learning - ICML\u201909, pp. 1249\u20131256. ACM (2009)","DOI":"10.1145\/1553374.1553534"}],"container-title":["Lecture Notes in Computer Science","Discovery Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01771-2_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T11:10:29Z","timestamp":1709809829000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01771-2_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030017705","9783030017712"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01771-2_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"7 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"DS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Discovery Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Limassol","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Cyprus","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 October 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 October 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dis2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.cyprusconferences.org\/ds2018\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"71","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"30","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"42% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}