{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T04:30:32Z","timestamp":1778128232454,"version":"3.51.4"},"reference-count":22,"publisher":"Informa UK Limited","issue":"3","funder":[{"DOI":"10.13039\/501100004281","name":"Polish National Science Centre","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004281","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Journal of Computational and Graphical Statistics"],"published-print":{"date-parts":[[2024,7,2]]},"DOI":"10.1080\/10618600.2024.2344616","type":"journal-article","created":{"date-parts":[[2024,5,14]],"date-time":"2024-05-14T18:22:09Z","timestamp":1715710929000},"page":"1118-1121","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":4,"title":["Performance Is Not Enough: The Story Told by a Rashomon Quartet"],"prefix":"10.1080","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8423-1823","authenticated-orcid":false,"given":"Przemys\u0142aw","family":"Biecek","sequence":"first","affiliation":[{"name":"MI2.AI, Warsaw University of Technology, Warsaw, Poland"},{"name":"MI2.AI, University of Warsaw, Warsaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6661-5364","authenticated-orcid":false,"given":"Hubert","family":"Baniecki","sequence":"additional","affiliation":[{"name":"MI2.AI, University of Warsaw, Warsaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mateusz","family":"Krzyzi\u0144ski","sequence":"additional","affiliation":[{"name":"MI2.AI, Warsaw University of Technology, Warsaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3813-7155","authenticated-orcid":false,"given":"Dianne","family":"Cook","sequence":"additional","affiliation":[{"name":"Monash University, Melbourne, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2024,6,7]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.1973.10478966"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.1111\/rssb.12377"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-023-00924-w"},{"key":"e_1_3_4_5_1","first-page":"1","article-title":"\u201cDalex: Explainers for Complex Predictive Models in r,\u201d","volume":"19","author":"Biecek P.","year":"2018","unstructured":"Biecek, P. (2018), \u201cDalex: Explainers for Complex Predictive Models in r,\u201d Journal of Machine Learning Research, 19, 1\u20135.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1201\/9780429027192"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1976.10480949"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.1214\/ss\/1009213726"},{"key":"e_1_3_4_9_1","first-page":"1","article-title":"\u201cAll Models are Wrong, but Many are Useful: Learning a Variable\u2019s Importance by Studying an Entire Class of Prediction Models Simultaneously,\u201d","volume":"20","author":"Fisher A.","year":"2019","unstructured":"Fisher, A., Rudin, C., and Dominici, F. (2019), \u201cAll Models are Wrong, but Many are Useful: Learning a Variable\u2019s Importance by Studying an Entire Class of Prediction Models Simultaneously,\u201d Journal of Machine Learning Research, 20, 1\u201381.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_4_10_1","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v008.i15"},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"e_1_3_4_12_1","article-title":"neuralnet: Training of Neural Networks","author":"Fritsch S.","year":"2019","unstructured":"Fritsch, S., Guenther, F., and Wright, M. N. (2019), neuralnet: Training of Neural Networks, R package version 1.44.2.","journal-title":"R package version 1.44.2"},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.2023.2267597"},{"key":"e_1_3_4_14_1","volume-title":"Rashomon","author":"Ginnever C.","year":"2000","unstructured":"Ginnever, C. (2000), Rashomon. Stanford, CA: Iris & B. Gerald Cantor Center for Visual Arts, Stanford University."},{"key":"e_1_3_4_15_1","first-page":"3905","article-title":"partykit: A Modular Toolkit for Recursive Partytioning in R,\u201d","volume":"16","author":"Hothorn T.","year":"2015","unstructured":"Hothorn, T., and Zeileis, A. (2015), partykit: A Modular Toolkit for Recursive Partytioning in R,\u201d Journal of Machine Learning Research, 16, 3905\u20133909.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_4_16_1","unstructured":"Kobyli\u0144ska K. Machowicz R. Adamek M. and Biecek P. (2023) \u201cExploration of the Rashomon Set Assists Trustworthy Explanations for Medical Data \u201d arXiv preprint arXiv:2308.11446."},{"key":"e_1_3_4_17_1","first-page":"18","article-title":"\u201cClassification and Regression by Randomforest,\u201d","volume":"2","author":"Liaw A.","year":"2002","unstructured":"Liaw, A., and Wiener, M. (2002), \u201cClassification and Regression by Randomforest,\u201d R News, 2, 18\u201322.","journal-title":"R News"},{"key":"e_1_3_4_18_1","first-page":"456","volume-title":"xAI 2023: Explainable Artificial Intelligence","author":"Molnar C.","year":"2023","unstructured":"Molnar, C., Freiesleben, T., K\u00f6nig, G., Casalicchio, G., Wright, M. N., and Bischl, B. (2023), \u201cRelating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process,\u201d in xAI 2023: Explainable Artificial Intelligence, pp. 456\u2013479."},{"key":"e_1_3_4_19_1","doi-asserted-by":"publisher","DOI":"10.1214\/21-SS133"},{"key":"e_1_3_4_20_1","unstructured":"Schloerke B. Cook D. Larmarange J. Briatte F. Marbach M. Thoen E. Elberg A. and Crowley J. (2023) \u201cGGally: Extension to ggplot2.\u201d"},{"key":"e_1_3_4_21_1","first-page":"1524","volume-title":"IEEE\/CVF Winter Conference on Applications of Computer Vision","author":"Watson M.","year":"2022","unstructured":"Watson, M., Shiekh Hasan, B. A., and Moubayed, N. A. (2022), \u201cAgree to Disagree: When Deep Learning Models With Identical Architectures Produce Distinct Explanations,\u201d in IEEE\/CVF Winter Conference on Applications of Computer Vision, pp. 1524\u20131533."},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24277-4"},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.1002\/sam.11271"}],"container-title":["Journal of Computational and Graphical Statistics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/10618600.2024.2344616","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,25]],"date-time":"2024-09-25T01:37:17Z","timestamp":1727228237000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/10618600.2024.2344616"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,7]]},"references-count":22,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,7,2]]}},"alternative-id":["10.1080\/10618600.2024.2344616"],"URL":"https:\/\/doi.org\/10.1080\/10618600.2024.2344616","relation":{},"ISSN":["1061-8600","1537-2715"],"issn-type":[{"value":"1061-8600","type":"print"},{"value":"1537-2715","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6,7]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=ucgs20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=ucgs20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-03-17","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-04-12","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-06-07","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}