{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T02:36:28Z","timestamp":1761964588845,"version":"3.40.4"},"publisher-location":"Cham","reference-count":42,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319112084"},{"type":"electronic","value":"9783319112091"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-11209-1_26","type":"book-chapter","created":{"date-parts":[[2014,9,22]],"date-time":"2014-09-22T08:48:23Z","timestamp":1411375703000},"page":"360-374","source":"Crossref","is-referenced-by-count":4,"title":["Explaining Probabilistic Fault Diagnosis and Classification Using Case-Based Reasoning"],"prefix":"10.1007","author":[{"given":"Tomas","family":"Olsson","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Gillblad","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter","family":"Funk","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ning","family":"Xiong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"1","key":"26_CR1","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1016\/0004-3702(92)90087-E","volume":"54","author":"M.R. Wick","year":"1992","unstructured":"Wick, M.R., Thompson, W.B.: Reconstructive expert system explanation. Artificial Intelligence\u00a054(1), 33\u201370 (1992)","journal-title":"Artificial Intelligence"},{"key":"26_CR2","doi-asserted-by":"crossref","unstructured":"Ye, L.R., Johnson, P.E.: The impact of explanation facilities on user acceptance of expert systems advice. Mis Quarterly, 157\u2013172 (1995)","DOI":"10.2307\/249686"},{"key":"26_CR3","doi-asserted-by":"crossref","unstructured":"Gregor, S., Benbasat, I.: Explanations from intelligent systems: Theoretical foundations and implications for practice. MIS Quarterly, 497\u2013530 (1999)","DOI":"10.2307\/249487"},{"issue":"2","key":"26_CR4","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1007\/s10462-005-4606-8","volume":"24","author":"D. Leake","year":"2005","unstructured":"Leake, D., McSherry, D.: Introduction to the special issue on explanation in case-based reasoning. Artificial Intelligence Review\u00a024(2), 103\u2013108 (2005)","journal-title":"Artificial Intelligence Review"},{"key":"26_CR5","doi-asserted-by":"publisher","first-page":"40","DOI":"10.12720\/joace.1.1.40-44","volume":"1","author":"K. Darlington","year":"2013","unstructured":"Darlington, K.: Aspects of intelligent systems explanation. Universal Journal of Control and Automation\u00a01, 40\u201351 (2013)","journal-title":"Universal Journal of Control and Automation"},{"issue":"5","key":"26_CR6","doi-asserted-by":"publisher","first-page":"479","DOI":"10.1016\/S0020-7373(83)80067-4","volume":"19","author":"C.P. Langlotz","year":"1983","unstructured":"Langlotz, C.P., Shortliffe, E.H.: Adapting a consultation system to critique user plans. International Journal of Man-Machine Studies\u00a019(5), 479\u2013496 (1983)","journal-title":"International Journal of Man-Machine Studies"},{"key":"26_CR7","doi-asserted-by":"crossref","unstructured":"Olsson, T., Gillblad, D., Funk, P., Xiong, N.: Case-based reasoning for explaining probabilistic machine learning. International Journal of Computer Science & Information Technology (IJCSIT) 6(2) (April 2014)","DOI":"10.5121\/ijcsit.2014.6206"},{"issue":"5","key":"26_CR8","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1016\/S0967-0661(97)00046-4","volume":"5","author":"R. Isermann","year":"1997","unstructured":"Isermann, R.: Supervision, fault-detection and fault-diagnosis methods\u2013an introduction. Control Engineering Practice\u00a05(5), 639\u2013652 (1997)","journal-title":"Control Engineering Practice"},{"key":"26_CR9","doi-asserted-by":"crossref","unstructured":"Jayaswal, P., Wadhwani, A., Mulchandani, K.: Machine fault signature analysis. International Journal of Rotating Machinery (2008)","DOI":"10.1155\/2008\/583982"},{"issue":"1","key":"26_CR10","doi-asserted-by":"crossref","first-page":"41","DOI":"10.3233\/IFS-2004-00223","volume":"15","author":"E. Olsson","year":"2004","unstructured":"Olsson, E., Funk, P., Xiong, N.: Fault diagnosis in industry using sensor readings and case-based reasoning. Journal of Intelligent and Fuzzy Systems\u00a015(1), 41\u201346 (2004)","journal-title":"Journal of Intelligent and Fuzzy Systems"},{"key":"26_CR11","doi-asserted-by":"crossref","unstructured":"Isermann, R.: Fault-diagnosis systems: an introduction from fault detection to fault tolerance. Springer (2006)","DOI":"10.1007\/3-540-30368-5"},{"key":"26_CR12","unstructured":"Olsson, T., Funk, P.: Case-based reasoning combined with statistics for diagnostics and prognosis. Journal of Physics: Conference Series 364(1), 012061 (2012)"},{"key":"26_CR13","unstructured":"Caruana, R., Kangarloo, H., Dionisio, J., Sinha, U., Johnson, D.: Case-based explanation of non-case-based learning methods. In: Proceedings of the AMIA Symposium, p. 212. American Medical Informatics Association (1999)"},{"issue":"2","key":"26_CR14","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1007\/s10462-005-4609-5","volume":"24","author":"C. Nugent","year":"2005","unstructured":"Nugent, C., Cunningham, P.: A case-based explanation system for black-box systems. Artificial Intelligence Review\u00a024(2), 163\u2013178 (2005)","journal-title":"Artificial Intelligence Review"},{"issue":"1","key":"26_CR15","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1016\/0004-3702(89)90053-2","volume":"40","author":"R.C. Schank","year":"1989","unstructured":"Schank, R.C., Leake, D.B.: Creativity and learning in a case-based explainer. Artificial Intelligence\u00a040(1), 353\u2013385 (1989)","journal-title":"Artificial Intelligence"},{"key":"26_CR16","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., Richter, M., Althoff, K.-D. (eds.) EWCBR 1993. LNCS, vol.\u00a0837, pp. 274\u2013288. Springer, Heidelberg (1994)"},{"key":"26_CR17","unstructured":"Doyle, D., Tsymbal, A., Cunningham, P.: A review of explanation and explanation in case-based reasoning, vol. 3. Dublin, Trinity college (2003), https:\/\/www.cs.tcd.ie\/publications\/tech-reports\/reports"},{"key":"26_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1007\/3-540-45006-8_12","volume-title":"Case-Based Reasoning Research and Development","author":"P. Cunningham","year":"2003","unstructured":"Cunningham, P., Doyle, D., Loughrey, J.: An evaluation of the usefulness of case-based explanation. In: Ashley, K.D., Bridge, D.G. (eds.) ICCBR 2003. LNCS, vol.\u00a02689, pp. 122\u2013130. Springer, Heidelberg (2003)"},{"key":"26_CR19","unstructured":"McSherry, D.: Explanation in case-based reasoning: an evidential approach. In: Proceedings of the 8th UK Workshop on Case-Based Reasoning, pp. 47\u201355 (2003)"},{"key":"26_CR20","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/978-3-540-28631-8_24","volume-title":"Advances in Case-Based Reasoning","author":"D. McSherry","year":"2004","unstructured":"McSherry, D.: Explaining the pros and cons of conclusions in CBR. In: Funk, P., Gonz\u00e1lez Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol.\u00a03155, pp. 317\u2013330. Springer, Heidelberg (2004)"},{"key":"26_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1007\/978-3-642-32986-9_19","volume-title":"Case-Based Reasoning Research and Development","author":"D. McSherry","year":"2012","unstructured":"McSherry, D.: A lazy learning approach to explaining case-based reasoning solutions. In: Agudo, B.D., Watson, I. (eds.) ICCBR 2012. LNCS, vol.\u00a07466, pp. 241\u2013254. Springer, Heidelberg (2012)"},{"key":"26_CR22","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1007\/978-3-540-28631-8_13","volume-title":"Advances in Case-Based Reasoning","author":"D. Doyle","year":"2004","unstructured":"Doyle, D., Cunningham, P., Bridge, D., Rahman, Y.: Explanation oriented retrieval. In: Funk, P., Gonz\u00e1lez Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol.\u00a03155, pp. 157\u2013168. Springer, Heidelberg (2004)"},{"issue":"2-3","key":"26_CR23","first-page":"173","volume":"25","author":"L. Cummins","year":"2006","unstructured":"Cummins, L., Bridge, D.: Kleor: A knowledge lite approach to explanation oriented retrieval. Computing and Informatics\u00a025(2-3), 173\u2013193 (2006)","journal-title":"Computing and Informatics"},{"key":"26_CR24","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"368","DOI":"10.1007\/11536406_29","volume-title":"Case-Based Reasoning Research and Development","author":"C.D. Nugent","year":"2005","unstructured":"Nugent, C.D., Cunningham, P., Doyle, D.: The best way to instil confidence is by being right. In: Mu\u00f1oz-\u00c1vila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol.\u00a03620, pp. 368\u2013381. Springer, Heidelberg (2005)"},{"key":"26_CR25","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1007\/3-540-45681-3_37","volume-title":"Principles of Data Mining and Knowledge Discovery","author":"R. Wall","year":"2002","unstructured":"Wall, R., Cunningham, P., Walsh, P.: Explaining predictions from a neural network ensemble one at a time. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) PKDD 2002. LNCS (LNAI), vol.\u00a02431, pp. 449\u2013460. Springer, Heidelberg (2002)"},{"key":"26_CR26","unstructured":"Green, M., Ekelund, U., Edenbrandt, L., Bj\u00f6rk, J., Hansen, J., Ohlsson, M.: Explaining artificial neural network ensembles: A case study with electrocardiograms from chest pain patients. In: Proceedings of the ICML\/UAI\/COLT 2008 Workshop on Machine Learning for Health-Care Applications (2008)"},{"issue":"1","key":"26_CR27","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/j.neunet.2008.09.014","volume":"22","author":"M. Green","year":"2009","unstructured":"Green, M., Ekelund, U., Edenbrandt, L., Bj\u00f6rk, J., Forberg, J.L., Ohlsson, M.: Exploring new possibilities for case-based explanation of artificial neural network ensembles. Neural Networks\u00a022(1), 75\u201381 (2009)","journal-title":"Neural Networks"},{"key":"26_CR28","doi-asserted-by":"crossref","unstructured":"Burkhard, H.D., Richter, M.M.: On the notion of similarity in case based reasoning and fuzzy theory. In: Soft Computing in Case Based Reasoning, pp. 29\u201345. Springer (2001)","DOI":"10.1007\/978-1-4471-0687-6_2"},{"issue":"3","key":"26_CR29","first-page":"201","volume":"47","author":"H.D. Burkhard","year":"2001","unstructured":"Burkhard, H.D.: Similarity and distance in case based reasoning. Fundamenta Informaticae\u00a047(3), 201\u2013215 (2001)","journal-title":"Fundamenta Informaticae"},{"issue":"1","key":"26_CR30","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1214\/aoms\/1177729694","volume":"22","author":"S. Kullback","year":"1951","unstructured":"Kullback, S., Leibler, R.A.: On information and sufficiency. The Annals of Mathematical Statistics\u00a022(1), 79\u201386 (1951)","journal-title":"The Annals of Mathematical Statistics"},{"key":"26_CR31","doi-asserted-by":"crossref","unstructured":"Ihara, S.: Information theory for continuous systems, vol.\u00a02. World Scientific (1993)","DOI":"10.1142\/9789814355827"},{"issue":"1","key":"26_CR32","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1145\/584091.584093","volume":"5","author":"C.E. Shannon","year":"2001","unstructured":"Shannon, C.E.: A mathematical theory of communication. ACM SIGMOBILE Mobile Computing and Communications Review\u00a05(1), 3\u201355 (2001)","journal-title":"ACM SIGMOBILE Mobile Computing and Communications Review"},{"key":"26_CR33","doi-asserted-by":"crossref","unstructured":"Rachev, S.T., Stoyanov, S.V., Fabozzi, F.J., et al.: A probability metrics approach to financial risk measures. Wiley (2011)","DOI":"10.1002\/9781444392715"},{"issue":"1","key":"26_CR34","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1109\/18.61115","volume":"37","author":"J. Lin","year":"1991","unstructured":"Lin, J.: Divergence measures based on the shannon entropy. IEEE Transactions on Information Theory\u00a037(1), 145\u2013151 (1991)","journal-title":"IEEE Transactions on Information Theory"},{"issue":"2","key":"26_CR35","first-page":"1","volume":"1","author":"S.H. Cha","year":"2007","unstructured":"Cha, S.H.: Comprehensive survey on distance\/similarity measures between probability density functions. City\u00a01(2), 1 (2007)","journal-title":"City"},{"issue":"2","key":"26_CR36","first-page":"141","volume":"24","author":"S.C. Dragomir","year":"2008","unstructured":"Dragomir, S.C.: Some properties for the exponential of the kullback-leibler divergence. Tamsui Oxford Journal of Mathematical Sciences\u00a024(2), 141\u2013151 (2008)","journal-title":"Tamsui Oxford Journal of Mathematical Sciences"},{"key":"26_CR37","unstructured":"Murphy, K.P.: Machine learning: a probabilistic perspective. MIT Press (2012)"},{"key":"26_CR38","unstructured":"Ng, A.Y., Jordan, M.I.: On discriminative vs. generative classifiers: A comparison of logistic regression and naive bayes. In: Advances in Neural Information Processing Systems, vol.\u00a02, pp. 841\u2013848 (2002)"},{"key":"26_CR39","first-page":"2825","volume":"12","author":"F. Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., Duchesnay, E.: Scikit-learn: Machine learning in Python. Journal of Machine Learning Research\u00a012, 2825\u20132830 (2011)","journal-title":"Journal of Machine Learning Research"},{"key":"26_CR40","unstructured":"Steel Plates Faults Data Set. Source: Semeion, Research Center of Sciences of Communication, Via Sersale 117, 00128, Rome, Italy, www.semeion.it , https:\/\/archive.ics.uci.edu\/ml\/datasets\/Steel+Plates+Faults (last accessed: May 2014)"},{"key":"26_CR41","unstructured":"Bache, K., Lichman, M.: UCI machine learning repository (2013)"},{"key":"26_CR42","unstructured":"KK-Stiftelse: Swedish Knowledge Foundation, http:\/\/www.kks.se (last accessed: September 2013)"}],"container-title":["Lecture Notes in Computer Science","Case-Based Reasoning Research and Development"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-11209-1_26","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,4]],"date-time":"2025-05-04T19:07:28Z","timestamp":1746385648000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-11209-1_26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319112084","9783319112091"],"references-count":42,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-11209-1_26","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2014]]}}}