{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T19:26:37Z","timestamp":1743103597585,"version":"3.40.3"},"publisher-location":"Cham","reference-count":37,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030292485"},{"type":"electronic","value":"9783030292492"}],"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\/978-3-030-29249-2_4","type":"book-chapter","created":{"date-parts":[[2019,9,1]],"date-time":"2019-09-01T23:02:43Z","timestamp":1567378963000},"page":"49-63","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["FLEA-CBR \u2013 A Flexible Alternative to the Classic 4R Cycle of Case-Based Reasoning"],"prefix":"10.1007","author":[{"given":"Viktor","family":"Eisenstadt","sequence":"first","affiliation":[]},{"given":"Christoph","family":"Langenhan","sequence":"additional","affiliation":[]},{"given":"Klaus-Dieter","family":"Althoff","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,8,9]]},"reference":[{"key":"4_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1007\/3-540-58330-0_93","volume-title":"Topics in Case-Based Reasoning","author":"A Aamodt","year":"1994","unstructured":"Aamodt, A.: Explanation-driven case-based reasoning. In: Wess, S., Althoff, K.-D., Richter, M.M. (eds.) EWCBR 1993. LNCS, vol. 837, pp. 274\u2013288. Springer, Heidelberg (1994). https:\/\/doi.org\/10.1007\/3-540-58330-0_93"},{"issue":"1","key":"4_CR2","doi-asserted-by":"crossref","first-page":"39","DOI":"10.3233\/AIC-1994-7104","volume":"7","author":"A Aamodt","year":"1994","unstructured":"Aamodt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7(1), 39\u201359 (1994)","journal-title":"AI Commun."},{"key":"4_CR3","doi-asserted-by":"publisher","first-page":"52138","DOI":"10.1109\/ACCESS.2018.2870052","volume":"6","author":"A Adadi","year":"2018","unstructured":"Adadi, A., Berrada, M.: Peeking inside the black-box: a survey on explainable artificial intelligence (XAI). IEEE Access 6, 52138\u201352160 (2018)","journal-title":"IEEE Access"},{"issue":"1","key":"4_CR4","first-page":"37","volume":"6","author":"DW Aha","year":"1991","unstructured":"Aha, D.W., Kibler, D., Albert, M.K.: Instance-based learning algorithms. Mach. Learn. 6(1), 37\u201366 (1991)","journal-title":"Mach. Learn."},{"key":"4_CR5","unstructured":"Aha, D., Darrell, T., Pazzani, M., Reid, D., Sammut, C., Stone, P.: IJCAI-17 workshop on explainable AI (XAI). In: IJCAI-17 Workshop on Explainable AI (XAI) (2017)"},{"key":"4_CR6","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1007\/978-3-030-01081-2_2","volume-title":"Case-Based Reasoning Research and Development","author":"K Amin","year":"2018","unstructured":"Amin, K., Kapetanakis, S., Althoff, K.-D., Dengel, A., Petridis, M.: Answering with cases: a CBR approach to deep learning. In: Cox, M.T., Funk, P., Begum, S. (eds.) ICCBR 2018. LNCS (LNAI), vol. 11156, pp. 15\u201327. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-030-01081-2_2"},{"key":"4_CR7","doi-asserted-by":"crossref","unstructured":"Ayzenshtadt, V., Langenhan, C., Bukhari, S.S., Althoff, K.D., Petzold, F., Dengel, A.: Thinking with containers: a multi-agent retrieval approach for the case-based semantic search of architectural designs. In: Filipe, J., van den Herik, J. (eds.) 8th International Conference on Agents and Artificial Intelligence (ICAART-2016), Rome, Italy, 24\u201326 February. SCITEPRESS (2016)","DOI":"10.5220\/0005683801490156"},{"key":"4_CR8","doi-asserted-by":"crossref","unstructured":"Cho, K., et al.: Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 (2014)","DOI":"10.3115\/v1\/D14-1179"},{"key":"4_CR9","unstructured":"Chollet, F., et al.: Keras: Deep learning library for theano and TensorFlow (2015). https:\/\/keras.io"},{"key":"4_CR10","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1007\/978-3-642-38736-4_7","volume-title":"Successful Case-Based Reasoning Applications-2","author":"A Cordier","year":"2014","unstructured":"Cordier, A., et al.: Taaable: a case-based system for personalized cooking. In: Montani, S., Jain, L. (eds.) Successful Case-Based Reasoning Applications-2, pp. 121\u2013162. Springer, Heidelberg (2014). https:\/\/doi.org\/10.1007\/978-3-642-38736-4_7"},{"issue":"1","key":"4_CR11","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1007\/s10115-010-0368-y","volume":"30","author":"JF De Paz","year":"2012","unstructured":"De Paz, J.F., Bajo, J., Gonz\u00e1lez, A., Rodr\u00edguez, S., Corchado, J.M.: Combining case-based reasoning systems and support vector regression to evaluate the atmosphere-ocean interaction. Knowl. Inf. Syst. 30(1), 155\u2013177 (2012)","journal-title":"Knowl. Inf. Syst."},{"key":"4_CR12","unstructured":"Eremeev, A.P., Vagin, V.N.: Common sense reasoning in diagnostic systems. In: Efficient Decision Support Systems-Practice and Challenges From Current to Future. IntechOpen (2011)"},{"key":"4_CR13","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1007\/978-3-030-05453-3_3","volume-title":"Agents and Artificial Intelligence","author":"C Espinoza-Stapelfeld","year":"2019","unstructured":"Espinoza-Stapelfeld, C., Eisenstadt, V., Althoff, K.-D.: Comparative quantitative evaluation of distributed methods for explanation generation and validation of floor plan recommendations. In: van den Herik, J., Rocha, A.P. (eds.) ICAART 2018. LNCS (LNAI), vol. 11352, pp. 46\u201363. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-05453-3_3"},{"issue":"1","key":"4_CR14","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/S0950-7051(02)00053-9","volume":"16","author":"G Finnie","year":"2003","unstructured":"Finnie, G., Sun, Z.: R5 model for case-based reasoning. Knowl.-Based Syst. 16(1), 59\u201365 (2003)","journal-title":"Knowl.-Based Syst."},{"key":"4_CR15","unstructured":"Goodfellow, I., et al.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672\u20132680 (2014)"},{"key":"4_CR16","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/978-3-319-47096-2_11","volume-title":"Case-Based Reasoning Research and Development","author":"K Grace","year":"2016","unstructured":"Grace, K., Maher, M.L., Wilson, D.C., Najjar, N.A.: Combining CBR and deep learning to generate surprising recipe designs. In: Goel, A., D\u00edaz-Agudo, M.B., Roth-Berghofer, T. (eds.) ICCBR 2016. LNCS (LNAI), vol. 9969, pp. 154\u2013169. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-47096-2_11"},{"issue":"8","key":"4_CR17","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"4_CR18","unstructured":"Hohimer, R., Greitzer, F.L., Noonan, C.F., Strasburg, J.D.: Champion: intelligent hierarchical reasoning agents for enhanced decision support. In: STIDS, pp. 36\u201343 (2011)"},{"issue":"3","key":"4_CR19","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1017\/S0269888906000622","volume":"20","author":"A Holt","year":"2005","unstructured":"Holt, A., Bichindaritz, I., Schmidt, R., Perner, P.: Medical applications in case-based reasoning. Knowl. Eng. Rev. 20(3), 289\u2013292 (2005)","journal-title":"Knowl. Eng. Rev."},{"key":"4_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/3-540-60654-8_19","volume-title":"Progress in Case-Based Reasoning","author":"J Hunt","year":"1995","unstructured":"Hunt, J.: Evolutionary case based design. In: Watson, I.D. (ed.) UK CBR 1995. LNCS, vol. 1020, pp. 17\u201331. Springer, Heidelberg (1995). https:\/\/doi.org\/10.1007\/3-540-60654-8_19"},{"issue":"1","key":"4_CR21","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1139\/cjce-2013-0223","volume":"41","author":"S Kim","year":"2013","unstructured":"Kim, S., Shim, J.H.: Combining case-based reasoning with genetic algorithm optimization for preliminary cost estimation in construction industry. Can. J. Civ. Eng. 41(1), 65\u201373 (2013)","journal-title":"Can. J. Civ. Eng."},{"key":"4_CR22","volume-title":"Case-Based Reasoning: Experiences, Lessons and Future Directions","author":"DB Leake","year":"1996","unstructured":"Leake, D.B.: Case-Based Reasoning: Experiences, Lessons and Future Directions. MIT Press, Cambridge (1996)"},{"key":"4_CR23","unstructured":"Lees, B., Corchado, J.: Neural network support in a hybrid case-based forecasting system. In: Case-Based Reasoning Integrations, pp. 85\u201390 (1998)"},{"key":"4_CR24","unstructured":"Molnar, C.: Interpretable Machine Learning (2019). https:\/\/christophm.github.io\/interpretable-ml-book\/"},{"issue":"9","key":"4_CR25","doi-asserted-by":"publisher","first-page":"7887","DOI":"10.1016\/j.eswa.2012.01.119","volume":"39","author":"M Navarro","year":"2012","unstructured":"Navarro, M., De Paz, J.F., Juli\u00e1n, V., Rodr\u00edguez, S., Bajo, J., Corchado, J.M.: Temporal bounded reasoning in a dynamic case based planning agent for industrial environments. Expert Syst. Appl. 39(9), 7887\u20137894 (2012)","journal-title":"Expert Syst. Appl."},{"key":"4_CR26","doi-asserted-by":"crossref","unstructured":"Ociepka, P., Herbu\u015b, K.: Application of the CBR method for adding the process of cutting tools and parameters selection. In: IOP Conference Series: Materials Science and Engineering, vol. 145, p. 022029. IOP Publishing (2016)","DOI":"10.1088\/1757-899X\/145\/2\/022029"},{"key":"4_CR27","unstructured":"Pereira-Fari\u00f1a, M., Reed, C.: Proceedings of the 1st workshop on explainable computational intelligence (XCI 2017). In: Proceedings of the 1st Workshop on Explainable Computational Intelligence (XCI 2017) (2017)"},{"issue":"4","key":"4_CR28","doi-asserted-by":"publisher","first-page":"189","DOI":"10.3233\/HIS-2009-0096","volume":"6","author":"J Prentzas","year":"2009","unstructured":"Prentzas, J., Hatzilygeroudis, I.: Combinations of case-based reasoning with other intelligent methods. Int. J. Hybrid Intell. Syst. 6(4), 189\u2013209 (2009)","journal-title":"Int. J. Hybrid Intell. Syst."},{"issue":"2","key":"4_CR29","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1111\/0824-7935.00141","volume":"17","author":"T Reinartz","year":"2001","unstructured":"Reinartz, T., Iglezakis, I., Roth-Berghofer, T.: Review and restore for case-base maintenance. Comput. Intell. 17(2), 214\u2013234 (2001)","journal-title":"Comput. Intell."},{"key":"4_CR30","unstructured":"Richards, P., Ek\u00e1rt, A.: Supporting knitwear design using case-based reasoning. In: Proceedings of the 19th CIRP Design Conference-Competitive Design. Cranfield University Press (2009)"},{"key":"4_CR31","volume-title":"Augmenting Designers\u2019 Memory: Case-based Reasoning in Architecture","author":"K Richter","year":"2011","unstructured":"Richter, K.: Augmenting Designers\u2019 Memory: Case-based Reasoning in Architecture. Logos-Verlag, Berlin (2011)"},{"key":"4_CR32","unstructured":"Richter, M.M.: Knowledge containers. In: Readings in Case-Based Reasoning. Morgan Kaufmann Publishers, San Francisco (2003)"},{"key":"4_CR33","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1007\/978-3-540-28631-8_29","volume-title":"Advances in Case-Based Reasoning","author":"TR Roth-Berghofer","year":"2004","unstructured":"Roth-Berghofer, T.R.: Explanations and case-based reasoning: foundational issues. In: Funk, P., Gonz\u00e1lez Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol. 3155, pp. 389\u2013403. Springer, Heidelberg (2004). https:\/\/doi.org\/10.1007\/978-3-540-28631-8_29"},{"key":"4_CR34","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1007\/978-1-84882-171-2_2","volume-title":"International Conference on Innovative Techniques and Applications of Artificial Intelligence","author":"TR Roth-Berghofer","year":"2008","unstructured":"Roth-Berghofer, T.R., Bahls, D.: Code tagging and similarity-based retrieval with myCBR. In: Bramer, M., Petridis, M., Coenen, F. (eds.) International Conference on Innovative Techniques and Applications of Artificial Intelligence, pp. 19\u201332. Springer, London (2008). https:\/\/doi.org\/10.1007\/978-1-84882-171-2_2"},{"key":"4_CR35","doi-asserted-by":"crossref","unstructured":"Sabri, Q.U., Bayer, J., Ayzenshtadt, V., Bukhari, S.S., Althoff, K.D., Dengel, A.: Semantic pattern-based retrieval of architectural floor plans with case-based and graph-based searching techniques and their evaluation and visualization. In: 6th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2017), Porto, Portugal, 24\u201326 February 2017 (2017)","DOI":"10.5220\/0006112800500060"},{"key":"4_CR36","unstructured":"Skjold, K., \u00d8ynes, M.S.: Case-based reasoning and computational creativity in a recipe recommender system. Master\u2019s thesis, NTNU (2017)"},{"key":"4_CR37","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1007\/3-540-64574-8_435","volume-title":"Tasks and Methods in Applied Artificial Intelligence","author":"W Wilke","year":"1998","unstructured":"Wilke, W., Bergmann, R.: Techniques and knowledge used for adaptation during case-based problem solving. In: Pasqual del Pobil, A., Mira, J., Ali, M. (eds.) IEA\/AIE 1998. LNCS, vol. 1416, pp. 497\u2013506. Springer, Heidelberg (1998). https:\/\/doi.org\/10.1007\/3-540-64574-8_435"}],"container-title":["Lecture Notes in Computer Science","Case-Based Reasoning Research and Development"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-29249-2_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T17:33:41Z","timestamp":1710351221000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-29249-2_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030292485","9783030292492"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-29249-2_4","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":"9 August 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCBR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Case-Based Reasoning","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Otzenhausen","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":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 September 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccbr2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/iccbr2019.com\/","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":"46","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":"15","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":"33% - 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":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Plus 1 meta review for borderline papers; 15 full papers were accepted for oral presentation and 11 for poster presentation; 13 subreviewers","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}