{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T14:39:21Z","timestamp":1777559961760,"version":"3.51.4"},"reference-count":23,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AIC"],"published-print":{"date-parts":[[2019,3,13]]},"DOI":"10.3233\/aic-180602","type":"journal-article","created":{"date-parts":[[2019,2,19]],"date-time":"2019-02-19T15:46:07Z","timestamp":1550591167000},"page":"1-13","source":"Crossref","is-referenced-by-count":10,"title":["IBM Scenario Planning Advisor: Plan recognition as AI planning in practice"],"prefix":"10.1177","volume":"32","author":[{"given":"Shirin","family":"Sohrabi","sequence":"first","affiliation":[{"name":"IBM Research, 1101 Kitchaawan Rd, Yorktown Heights, NY 10598, United States. E-mail:\u00a0michael.katz1@ibm.com"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Katz","sequence":"additional","affiliation":[{"name":"IBM Research, 1101 Kitchaawan Rd, Yorktown Heights, NY 10598, United States. E-mail:\u00a0michael.katz1@ibm.com"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oktie","family":"Hassanzadeh","sequence":"additional","affiliation":[{"name":"IBM Research, 1101 Kitchaawan Rd, Yorktown Heights, NY 10598, United States. E-mail:\u00a0michael.katz1@ibm.com"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Octavian","family":"Udrea","sequence":"additional","affiliation":[{"name":"IBM Research, 1101 Kitchaawan Rd, Yorktown Heights, NY 10598, United States. E-mail:\u00a0michael.katz1@ibm.com"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark D.","family":"Feblowitz","sequence":"additional","affiliation":[{"name":"IBM Research, 1101 Kitchaawan Rd, Yorktown Heights, NY 10598, United States. E-mail:\u00a0michael.katz1@ibm.com"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anton","family":"Riabov","sequence":"additional","affiliation":[{"name":"Logitech Inc., 7700 Gateway Blvd, Newark, CA 94560, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"18","key":"10.3233\/AIC-180602_ref1","doi-asserted-by":"publisher","first-page":"2129","DOI":"10.1016\/j.artint.2011.07.003","article-title":"K*: A heuristic search algorithm for finding the K shortest paths","volume":"175","author":"Aljazzar","year":"2011","journal-title":"Artificial Intelligence (AIJ)"},{"key":"10.3233\/AIC-180602_ref2","unstructured":"E. Avanesov, Risk management in ISO 9000 series standards, in: International Conference on Risk Assessment and Management, Vol. 24, 2009, p. 25."},{"issue":"4","key":"10.3233\/AIC-180602_ref3","doi-asserted-by":"publisher","first-page":"364","DOI":"10.1093\/comjnl\/20.4.364","article-title":"An efficient algorithm for a complete link method","volume":"20","author":"Defays","year":"1977","journal-title":"Computer Journal"},{"issue":"3","key":"10.3233\/AIC-180602_ref4","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1080\/01969727308546046","article-title":"A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters","volume":"3","author":"Dunn","year":"1973","journal-title":"Journal of Cybernetics"},{"key":"10.3233\/AIC-180602_ref5","unstructured":"R.P. Goldman, C.W. Geib and C.A. Miller, A new model of plan recognition, in: Proceedings of the 15th Conference in Uncertainty in Artificial Intelligence (UAI), 1999, pp. 245\u2013254."},{"key":"10.3233\/AIC-180602_ref6","doi-asserted-by":"crossref","unstructured":"M. Helmert and C. Domshlak, Landmarks, critical paths and abstractions: What\u2019s the difference anyway? in: Proceedings of the 19th International Conference on Automated Planning and Scheduling (ICAPS), 2009, pp. 162\u2013169.","DOI":"10.1609\/icaps.v19i1.13370"},{"key":"10.3233\/AIC-180602_ref7","doi-asserted-by":"crossref","unstructured":"M. Katz, S. Sohrabi, O. Udrea and D. Winterer, A novel iterative approach to Top-k planning, in: Proceedings of the 28th International Conference on Automated Planning and Scheduling, 2018.","DOI":"10.1609\/icaps.v28i1.13893"},{"issue":"2","key":"10.3233\/AIC-180602_ref9","doi-asserted-by":"publisher","first-page":"358","DOI":"10.1046\/j.1523-1739.2003.01491.x","article-title":"Scenario planning: A tool for conservation in an uncertain world","volume":"17","author":"Peterson","year":"2003","journal-title":"Conservation biology"},{"key":"10.3233\/AIC-180602_ref10","doi-asserted-by":"crossref","unstructured":"F. Pommerening and M. Helmert, Optimal planning for delete-free tasks with incremental LM-cut, in: Proceedings of the 22nd International Conference on Automated Planning and Scheduling (ICAPS), 2012.","DOI":"10.1609\/icaps.v22i1.13532"},{"key":"10.3233\/AIC-180602_ref11","unstructured":"M. Ram\u00edrez and H. Geffner, Plan recognition as planning, in: Proceedings of the 21st International Joint Conference on Artificial Intelligence (IJCAI), 2009, pp. 1778\u20131783."},{"key":"10.3233\/AIC-180602_ref12","doi-asserted-by":"crossref","unstructured":"M. Ram\u00edrez and H. Geffner, Probabilistic plan recognition using off-the-shelf classical planners, in: Proceedings of the 24th National Conference on Artificial Intelligence (AAAI), 2010, pp. 1121\u20131126.","DOI":"10.1609\/aaai.v24i1.7745"},{"key":"10.3233\/AIC-180602_ref13","unstructured":"A. Riabov, S. Sohrabi and O. Udrea, New algorithms for the Top-K planning problem, in: Proceedings of the Scheduling and Planning Applications WoRKshop (SPARK) at the 24th International Conference on Automated Planning and Scheduling (ICAPS), 2014, pp. 10\u201316."},{"issue":"2","key":"10.3233\/AIC-180602_ref14","first-page":"25","article-title":"Scenario planning: A tool for strategic thinking","volume":"36","author":"Schoemaker","year":"1995","journal-title":"Sloan management review"},{"key":"10.3233\/AIC-180602_ref15","unstructured":"S. Sohrabi, A. Riabov and O. Udrea, Plan recognition as planning revisited, in: Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016, pp. 3258\u20133264."},{"key":"10.3233\/AIC-180602_ref16","doi-asserted-by":"crossref","unstructured":"S. Sohrabi, A. Riabov and O. Udrea, State projection via AI planning, in: Proceedings of the 31st Conference on Artificial Intelligence (AAAI-17), 2017, pp. 4611\u20134617.","DOI":"10.1609\/aaai.v31i1.11184"},{"key":"10.3233\/AIC-180602_ref17","unstructured":"S. Sohrabi, A. Riabov, O. Udrea and O. Hassanzadeh, Finding diverse high-quality plans for hypothesis generation, in: Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI), 2016, pp. 1581\u20131582. 106_Sohrabi.pdf."},{"key":"10.3233\/AIC-180602_ref18","unstructured":"S. Sohrabi, A. Riabov, O. Udrea and F. Yuan, Using lightweight semantic models to assist risk management in a large enterprise, in: Proceedings of the 16th International Semantic Web Conference \u2014 Industry Track (ISWC-17), 2017. Sohrabi-ISWC-17.pdf."},{"key":"10.3233\/AIC-180602_ref19","doi-asserted-by":"crossref","unstructured":"S. Sohrabi, A.V. Riabov, M. Katz and O. Udrea, An AI planning solution to scenario generation for enterprise risk management, in: Proceedings of the 32nd National Conference on Artificial Intelligence (AAAI), 2018, pp. 160\u2013167.","DOI":"10.1609\/aaai.v32i1.11304"},{"issue":"3","key":"10.3233\/AIC-180602_ref20","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1111\/j.1745-6622.1996.tb00295.x","article-title":"Rethinking risk management","volume":"9","author":"Stulz","year":"1996","journal-title":"Journal of applied corporate finance"},{"key":"10.3233\/AIC-180602_ref21","unstructured":"G. Sukthankar, C. Geib, H.H. Bui, D.V. Pynadath and R.P. Goldman, Plan, Activity, and Intent Recognition, Morgan Kaufmann, Boston, 2014."},{"issue":"2\u20133","key":"10.3233\/AIC-180602_ref22","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.artint.2006.11.005","article-title":"Learning action models from plan examples using weighted MAX-SAT","volume":"171","author":"Yang","year":"2007","journal-title":"Artificial Intelligence (AIJ)"},{"key":"10.3233\/AIC-180602_ref23","unstructured":"H.H. Zhuo, T. Nguyen and S. Kambhampati, Refining incomplete planning domain models through plan traces, in: Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI), 2013, pp. 2451\u20132457."},{"key":"10.3233\/AIC-180602_ref24","unstructured":"H.H. Zhuo, Q. Yang and S. Kambhampati, Action-model based multi-agent plan recognition, in: Proceedings of the 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012, pp. 377\u2013385."}],"container-title":["AI Communications"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/AIC-180602","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T18:27:49Z","timestamp":1777400869000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/AIC-180602"}},"subtitle":[],"editor":[{"given":"Paul","family":"Weng","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2019,3,13]]},"references-count":23,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/aic-180602","relation":{},"ISSN":["1875-8452","0921-7126"],"issn-type":[{"value":"1875-8452","type":"electronic"},{"value":"0921-7126","type":"print"}],"subject":[],"published":{"date-parts":[[2019,3,13]]}}}