{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T22:31:19Z","timestamp":1780353079760,"version":"3.54.1"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319997391","type":"print"},{"value":"9783319997407","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[[2018]]},"DOI":"10.1007\/978-3-319-99740-7_1","type":"book-chapter","created":{"date-parts":[[2018,8,23]],"date-time":"2018-08-23T09:44:08Z","timestamp":1535017448000},"page":"1-8","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":132,"title":["Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6786-5194","authenticated-orcid":false,"given":"Andreas","family":"Holzinger","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peter","family":"Kieseberg","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Edgar","family":"Weippl","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"A Min","family":"Tjoa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,8,24]]},"reference":[{"key":"1_CR1","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Kiernan, J.: Watermarking relational databases. In: VLDB 2002: Proceedings of the 28th International Conference on Very Large Databases, pp. 155\u2013166. Elsevier (2002)","DOI":"10.1016\/B978-155860869-6\/50022-6"},{"key":"1_CR2","doi-asserted-by":"crossref","unstructured":"Fr\u00fchwirt, P., Kieseberg, P., Schrittwieser, S., Huber, M., Weippl, E.: Innodb database forensics: reconstructing data manipulation queries from redo logs. In: 2012 Seventh International Conference on Availability, Reliability and Security (ARES), pp. 625\u2013633. IEEE (2012)","DOI":"10.1109\/ARES.2012.50"},{"issue":"2","key":"1_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00594ED1V01Y201408SPT011","volume":"5","author":"S Garfinkel","year":"2014","unstructured":"Garfinkel, S., Lipford, H.R.: Usable security: history, themes, and challenges. Synthesis Lectures on Information Security, Privacy, and Trust 5(2), 1\u2013124 (2014)","journal-title":"Synthesis Lectures on Information Security, Privacy, and Trust"},{"issue":"6245","key":"1_CR4","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1126\/science.aac6076","volume":"349","author":"SJ Gershman","year":"2015","unstructured":"Gershman, S.J., Horvitz, E.J., Tenenbaum, J.B.: Computational rationality: a converging paradigm for intelligence in brains, minds, and machines. Science 349(6245), 273\u2013278 (2015)","journal-title":"Science"},{"key":"1_CR5","doi-asserted-by":"crossref","unstructured":"Goebel, R.: Explainable ai: the new 42? In: Holzinger, A., et al. (eds.) CD-MAKE 2018. LNCS, vol. 11015, pp. 295\u2013303. Springer, Cham (2018)","DOI":"10.1007\/978-3-319-99740-7_21"},{"key":"1_CR6","volume-title":"Deep Learning","author":"I Goodfellow","year":"2016","unstructured":"Goodfellow, I., Bengio, Y., Courville, A.: Deep Learning. MIT Press, Cambridge (MA) (2016)"},{"key":"1_CR7","volume-title":"Explainable artificial intelligence (XAI): Technical report Defense Advanced Research Projects Agency DARPA-BAA-16-53","author":"D Gunning","year":"2016","unstructured":"Gunning, D.: Explainable artificial intelligence (XAI): Technical report Defense Advanced Research Projects Agency DARPA-BAA-16-53. DARPA, Arlington, USA (2016)"},{"issue":"2","key":"1_CR8","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1109\/MIS.2008.20","volume":"23","author":"J Hendler","year":"2008","unstructured":"Hendler, J.: Avoiding another ai winter. IEEE Intell. Syst. 23(2), 2\u20134 (2008)","journal-title":"IEEE Intell. Syst."},{"key":"1_CR9","volume-title":"The Measure of all Minds: Evaluating Natural and Artificial Intelligence","author":"J Hern\u00e1ndez-Orallo","year":"2016","unstructured":"Hern\u00e1ndez-Orallo, J.: The Measure of all Minds: Evaluating Natural and Artificial Intelligence. Cambridge University Press, Cambridge (2016)"},{"issue":"1","key":"1_CR10","first-page":"42","volume":"112","author":"K Holzinger","year":"2018","unstructured":"Holzinger, K., Mak, K., Kieseberg, P., Holzinger, A.: Can we trust machine learning results? artificial intelligence in safety-critical decision support. ERCIM News 112(1), 42\u201343 (2018)","journal-title":"ERCIM News"},{"issue":"2","key":"1_CR11","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1016\/j.infsof.2013.06.003","volume":"56","author":"S Islam","year":"2014","unstructured":"Islam, S., Mouratidis, H., Weippl, E.R.: An empirical study on the implementation and evaluation of a goal-driven software development risk management model. Inf. Softw. Technol. 56(2), 117\u2013133 (2014)","journal-title":"Inf. Softw. Technol."},{"issue":"6245","key":"1_CR12","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1126\/science.aaa8415","volume":"349","author":"MI Jordan","year":"2015","unstructured":"Jordan, M.I., Mitchell, T.M.: Machine learning: trends, perspectives, and prospects. Science 349(6245), 255\u2013260 (2015)","journal-title":"Science"},{"issue":"2","key":"1_CR13","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1007\/s12525-014-0154-x","volume":"24","author":"P Kieseberg","year":"2014","unstructured":"Kieseberg, P., Schrittwieser, S., Mulazzani, M., Echizen, I., Weippl, E.: An algorithm for collusion-resistant anonymization and fingerprinting of sensitive microdata. Electron. Markets 24(2), 113\u2013124 (2014)","journal-title":"Electron. Markets"},{"issue":"1","key":"1_CR14","first-page":"32","volume":"104","author":"P Kieseberg","year":"2016","unstructured":"Kieseberg, P., Weippl, E., Holzinger, A.: Trust for the doctor-in-the-loop. ERCIM News 104(1), 32\u201333 (2016)","journal-title":"Trust for the doctor-in-the-loop. ERCIM News"},{"issue":"7553","key":"1_CR15","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015)","journal-title":"Nature"},{"issue":"10","key":"1_CR16","first-page":"22","volume":"107","author":"B Malle","year":"2016","unstructured":"Malle, B., Kieseberg, P., Schrittwieser, S., Holzinger, A.: Privacy aware machine learning and the right to be forgotten. ERCIM News 107(10), 22\u20133 (2016)","journal-title":"ERCIM News"},{"key":"1_CR17","unstructured":"McCarthy, J.: Programs with common sense. pp. 75\u201391. RLE and MIT Computation Center (1960)"},{"issue":"18","key":"1_CR18","doi-asserted-by":"publisher","first-page":"1174","DOI":"10.1016\/j.artint.2007.10.009","volume":"171","author":"J McCarthy","year":"2007","unstructured":"McCarthy, J.: From here to human-level ai. Artif. Intell. 171(18), 1174\u20131182 (2007)","journal-title":"Artif. Intell."},{"issue":"3","key":"1_CR19","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1111\/j.1740-9713.2018.01140.x","volume":"15","author":"S Olhede","year":"2018","unstructured":"Olhede, S.: The AI spring of 2018. Significance 15(3), 6\u20137 (2018)","journal-title":"Significance"},{"key":"1_CR20","unstructured":"Peters, J., Janzing, D., Sch\u00f6lkopf, B.: Elements of causal inference: foundations and learning algorithms. Cambridge, MA (2017)"},{"key":"1_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1007\/978-3-642-32205-1_35","volume-title":"Digital Forensics and Watermarking","author":"S Schrittwieser","year":"2012","unstructured":"Schrittwieser, S., Kieseberg, P., Echizen, I., Wohlgemuth, S., Sonehara, N., Weippl, E.: An algorithm for k-anonymity-based fingerprinting. In: Shi, Y.Q., Kim, H.-J., Perez-Gonzalez, F. (eds.) IWDW 2011. LNCS, vol. 7128, pp. 439\u2013452. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-32205-1_35"},{"key":"1_CR22","doi-asserted-by":"publisher","DOI":"10.1201\/9781315121109","volume-title":"Digital Watermarking and Steganography: Fundamentals and Techniques","author":"FY Shih","year":"2017","unstructured":"Shih, F.Y.: Digital Watermarking and Steganography: Fundamentals and Techniques. CRC Press, Boca Raton (2017)"},{"issue":"6","key":"1_CR23","doi-asserted-by":"publisher","first-page":"1064","DOI":"10.1109\/5.687830","volume":"86","author":"MD Swanson","year":"1998","unstructured":"Swanson, M.D., Kobayashi, M., Tewfik, A.H.: Multimedia data-embedding and watermarking technologies. Proc. IEEE 86(6), 1064\u20131087 (1998)","journal-title":"Proc. IEEE"},{"issue":"236","key":"1_CR24","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1093\/mind\/LIX.236.433","volume":"59","author":"AM Turing","year":"1950","unstructured":"Turing, A.M.: Computing machinery and intelligence. Mind 59(236), 433\u2013460 (1950)","journal-title":"Mind"}],"container-title":["Lecture Notes in Computer Science","Machine Learning and Knowledge Extraction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-99740-7_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T11:57:43Z","timestamp":1710331063000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-99740-7_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319997391","9783319997407"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-99740-7_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"24 August 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CD-MAKE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Cross-Domain Conference for Machine Learning and Knowledge Extraction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Hamburg","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":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 August 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 August 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cd-make2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/cd-make.net\/about\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-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":"45","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":"25","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":"56% - 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)"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}