{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,14]],"date-time":"2025-10-14T07:09:17Z","timestamp":1760425757789,"version":"3.37.3"},"publisher-location":"Cham","reference-count":13,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030352875"},{"type":"electronic","value":"9783030352882"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"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":[[2019]]},"DOI":"10.1007\/978-3-030-35288-2_23","type":"book-chapter","created":{"date-parts":[[2019,11,24]],"date-time":"2019-11-24T19:02:57Z","timestamp":1574622177000},"page":"277-288","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["The Futility of Bias-Free Learning and Search"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1333-4611","authenticated-orcid":false,"given":"George D.","family":"Monta\u00f1ez","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3757-6586","authenticated-orcid":false,"given":"Jonathan","family":"Hayase","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4201-0664","authenticated-orcid":false,"given":"Julius","family":"Lauw","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6506-4094","authenticated-orcid":false,"given":"Dominique","family":"Macias","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8207-6399","authenticated-orcid":false,"given":"Akshay","family":"Trikha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6547-9601","authenticated-orcid":false,"given":"Julia","family":"Vendemiatti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,11,25]]},"reference":[{"key":"23_CR1","volume-title":"Genetic Algorithms in Search Optimization and Machine Learning","author":"D Goldberg","year":"1999","unstructured":"Goldberg, D.: Genetic Algorithms in Search Optimization and Machine Learning. Addison-Wesley Longman Publishing Company, Boston (1999)"},{"issue":"8","key":"23_CR2","first-page":"1","volume":"17","author":"\u00c7 G\u00fcl\u00e7ehre","year":"2016","unstructured":"G\u00fcl\u00e7ehre, \u00c7., Bengio, Y.: Knowledge matters: importance of prior information for optimization. J. Mach. Learn. Res. 17(8), 1\u201332 (2016)","journal-title":"J. Mach. Learn. Res."},{"key":"23_CR3","doi-asserted-by":"publisher","unstructured":"McDermott, J.: When and why metaheuristics researchers can ignore \u201cno free lunch\u201d theorems. Metaheuristics, March 2019. https:\/\/doi.org\/10.1007\/s42257-019-00002-6","DOI":"10.1007\/s42257-019-00002-6"},{"key":"23_CR4","unstructured":"Mitchell, T.D.: The need for biases in learning generalizations. CBM-TR-117. Rutgers University (1980)"},{"key":"23_CR5","doi-asserted-by":"crossref","unstructured":"Monta\u00f1ez, G.D.: The famine of forte: few search problems greatly favor your algorithm. In: 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 477\u2013482. IEEE (2017)","DOI":"10.1109\/SMC.2017.8122651"},{"key":"23_CR6","unstructured":"Monta\u00f1ez, G.D.: Why machine learning works. Dissertation, pp. 52\u201359. Carnegie Mellon University (2017)"},{"key":"23_CR7","doi-asserted-by":"crossref","unstructured":"Monta\u00f1ez, G.D., Hayase, J., Lauw, J., Macias, D., Trikha, A., Vendemiatti, J.: The futility of bias-free learning and search. arXiv e-prints arXiv:1907.06010 , July 2019","DOI":"10.1007\/978-3-030-35288-2_23"},{"key":"23_CR8","unstructured":"Rasmussen, C.E., Ghahramani, Z.: Occam\u2019s Razor. In: Proceedings of the 13th International Conference on Neural Information Processing Systems, NIPS 2000, pp. 276\u2013282. MIT Press, Cambridge, MA, USA (2000)"},{"key":"23_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/b101880","volume-title":"Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory","author":"C Reeves","year":"2002","unstructured":"Reeves, C., Rowe, J.E.: Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory, vol. 20. Springer, Heidelberg (2002). https:\/\/doi.org\/10.1007\/b101880"},{"key":"23_CR10","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1109\/TSMCC.2004.841906","volume":"35","author":"T Runarsson","year":"2005","unstructured":"Runarsson, T., Yao, X.: Search biases in constrained evolutionary optimization. IEEE Trans. Syst. Man Cybern. Part C Appl. Rev. 35, 233\u2013243 (2005). https:\/\/doi.org\/10.1109\/TSMCC.2004.841906","journal-title":"IEEE Trans. Syst. Man Cybern. Part C Appl. Rev."},{"key":"23_CR11","doi-asserted-by":"crossref","unstructured":"Schaffer, C.: A conservation law for generalization performance. In: Machine Learning Proceedings 1994, pp. 259\u2013265. Elsevier (1994)","DOI":"10.1016\/B978-1-55860-335-6.50039-8"},{"key":"23_CR12","unstructured":"Ulyanov, D., Vedaldi, A., Lempitsky, V.: Deep image prior. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 9446\u20139454 (2018)"},{"issue":"1","key":"23_CR13","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1109\/4235.585893","volume":"1","author":"DH Wolpert","year":"1997","unstructured":"Wolpert, D.H., Macready, W.G.: No free lunch theorems for optimization. Trans. Evol. Comput. 1(1), 67\u201382 (1997). https:\/\/doi.org\/10.1109\/4235.585893","journal-title":"Trans. Evol. Comput."}],"container-title":["Lecture Notes in Computer Science","AI 2019: Advances in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-35288-2_23","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,13]],"date-time":"2019-12-13T00:05:26Z","timestamp":1576195526000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-35288-2_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030352875","9783030352882"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-35288-2_23","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"25 November 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australasian Joint Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Adelaide, SA","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 December 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 December 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"32","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ausai2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/nugget.unisa.edu.au\/AI2019\/index.php","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":"115","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":"48","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":"3.4","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":"2.5","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)"}}]}}