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Erschienen in:
Case-Based Reasoning Systems Kapitel lesen Erstes Kapitel lesen

2014 | OriginalPaper | Buchkapitel

3. Non-exhaustive Trace Retrieval for Managing Stroke Patients

verfasst von : S. Montani, G. Leonardi

Erschienen in: Successful Case-based Reasoning Applications-2

Verlag: Springer Berlin Heidelberg

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Abstract

Retrieving and inspecting traces that log medical processes execution can be a significant help in exception management, and is the first step towards a thorough analysis of the service provided by an health care organization. In this work, we report on extensive retrieval experiments, conducted on a database of 2000 real patient traces, collected at different stroke management units in the Lombardia region, Italy. In our approach, retrieval exploits a K-Nearest Neighbor technique, and relies on a distance definition able to explicitly take into account temporal information in traces—since in emergency medicine the role of time is central. Retrieval is also made faster by the application of non-exhaustive search procedures, that are described in the paper.

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Vorheriges Kapitel A Study of Two-Phase Retrieval for Process-Oriented Case-Based Reasoning
Nächstes Kapitel Evaluating a Case-Based Reasoning Architecture for the Intelligent Monitoring of Business Workflows
Literatur
1.
Aamodt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations and systems approaches. AI Commun. 7, 39–59 (1994)
2.
Allen, J.F.: Towards a general theory of action and time. Artif. Intell. 23, 123–154 (1984)CrossRefMATH
3.
Bergmann, R., Gil, Y.: Retrieval of semantic workflows with knowledge intensive similarity measures. In: Ram, A., Wiratunga, N. (eds.) Proceedings of International Conference on Case-Based Reasoning (ICCBR), 2011. Lecture Notes in Artificial Intelligence, vol. 6880. Springer, Berlin (2011)
4.
Bergmann, R., Stahl, A.: Similarity measures for object-oriented case representations. In: Smyth, B., Cunningham, P. (eds.) Proceedings of European Workshop on Case-Based Reasoning (EWCBR), 1998. Lecture Notes in Artificial Intelligence, vol. 1488. Springer, Berlin (1998)
5.
Beygelzimer, A., Kakade, S., Langford, J.: Cover trees for nearest neighbor. In: Proceedings of International Conference on Machine learning, pp. 97–104. ACM, New York (2006)
6.
Bose, R.P.J.C., Van der Aalst, W.: Analysis of patient treatment procedures. In: Proceedings of Business Process Management Workshops, vol. 1, pp. 165–166 (2012)
7.
Bottrighi, A., Chesani, F., Mello, P., Montali, M., Montani, S., Terenziani, P.: Conformance checking of executed clinical guidelines in presence of basic medical knowledge. In: Proceedings of Business Process Management Workshops, vol. 2, pp. 200–211 (2012)
8.
Bunke, H., Messmer, B.T.: Similarity measures for structured representations. In: Proceedings of the European Workshop on Case-Based Reasoning (EWCBR). LNCS, vol. 837, pp. 106–118, Kaiserslautern (1993)
9.
Caron, F., Vanthienen, J., De Weerdt, J., Baesens, B.: Advanced care-flow mining analysis. In: Proceedings of Business Process Management Workshops, vol. 1, pp. 167–168 (2012)
10.
Combi, C., Gozzi, M., Oliboni, B., Juarez, J.M., Marin, R.: Temporal similarity measures for querying clinical workflows. Artif. Intell. Med. 46, 37–54 (2009)CrossRef
11.
Freska, C.: Temporal reasoning based on semi-intervals. Artif. Intell. 54, 199–227 (1992)CrossRef
12.
Gentner, D., Forbus, K.: Mac/fac: a model of similarity-based retrieval. In: Proceedings of Annual Conference of the Cognitive Science Society, pp. 504–509, Cognitive Science Society (1991)
13.
Grando, M.A., Van der Aalst, W., Mans, R.S.: Reusing a declarative specification to check the conformance of different cigs. In: Proceedings of Business Process Management Workshops, vol. 2, pp. 188–199 (2012)
14.
Heimann, P., Joeris, G., Krapp, C., Westfechtel, B.: Dynamite: dynamic task nets for software process management. In: Proceedings International Conference of Software Engineering, pp. 331–341, Berlin (1996)
15.
Kapetanakis, S., Petridis, M., Knight, B., Ma, J., Bacon, L.: A case based reasoning approach for the monitoring of business workflows. In: Bichindaritz, I., Montani, S. (eds.) Proceedings of International Conference on Case Based Reasoning (ICCBR), pp. 390–405. Springer, Berlin (2010)
16.
Kaufman, L., Rousseeuw, P.J.: Clustering by means of medoids. In: Dodge, Y. (ed.) Statistical Data Analysis Based on the L1-Norm and Related Methods, pp. 405–416. Elsevier, North-Holland (1987)
17.
Kendall-Morwick, J., Leake, D.: On tuning two-phase retrieval for structured cases. In: Lamontagne, L., Recio-García, J.A. (eds.) Proceedings of ICCBR 2012 Workshops, pp. 25–334 (2012)
18.
Lanz, A., Weber, B., Reichert, M.: Workflow time patterns for process-aware information systems. In: Proceedings of BMMDS/EMMSAD, pp. 94–107 (2010)
19.
Levenshtein, A.: Binary codes capable of correcting deletions, insertions and reversals. Sov. Phys. Dokl. 10, 707–710 (1966)MathSciNet
20.
Mans, R., Schonenberg, H., Leonardi, G., Panzarasa, S., Cavallini, A., Quaglini, S., Van der Aalst, W.: Process mining techniques: an application to stroke care. In: Andersen, S., Klein, G.O., Schulz, S., Aarts, J. (eds.) Proceedings of MIE, Studies in Health Technology and Informatics, vol. 136, pp. 573–578. IOS Press, Amsterdam (2008)
21.
Mans, R., Schonenberg, H., Song, M., Van der Aalst, W., Bakker, P.: Application of process mining in healthcare—a case study in a dutch hospital. In: Biomedical Engineering Systems and Technologies, Communications in Computer and Information Science, vol. 25, pp. 425–438. Springer, Berlin (2009)
22.
Marzal, A., Vidal, E.: Computation of normalized edit distance and applications. IEEE Trans. Pattern Anal. Mach. Intell. 15, 926–932 (1993)CrossRef
23.
Minor, M., Tartakovski, A., Schmalen, D., Bergmann, R.: Agile workflow technology and case-based change reuse for long-term processes. Int. J. Intell. Inf. Technol. 4(1), 80–98 (2008)CrossRef
24.
Montani, S., Leonardi, G.: Retrieval and clustering for business process monitoring: results and improvements. In: Diaz-Agudo, B., Watson, I. (eds.) Proceedings of International Conference on Case-Based Reasoning (ICCBR), 2012. Lecture Notes in Artificial Intelligence, vol. 7466, pp. 269–283. Springer, Berlin (2012)
25.
Page, R., Holmes, M.: Molecular Evolution: A Phylogenetic Approach. Wiley, Chichester (1998)
26.
Palmer, M., Wu, Z.: Verb semantics for English-Chinese translation. Mach. Transl. 10, 59–92 (1995)CrossRef
27.
Portinale, L., Torasso, P., Magro, D.: Selecting most adaptable diagnostic solutions through pivoting-based retrieval. In: Leake, D., Plaza, E. (eds.) Proceedings of 2nd International Conference on Case-Based Reasoning. Lecture Notes in Computer Science, vol. 1266, pp. 393–402. Springer, Providence, RI, USA (1997)
28.
Rebuge, A., Ferreira, D.R.: Business process analysis in healthcare environments: a methodology based on process mining. Inf. Syst. 37, 99–116 (2012)CrossRef
29.
Resnik, P.: Using information content to evaluate semantic similarity in a taxonomy. In: Proceedings of IJCAI, pp. 448–453 (1995)
30.
Reuter, C., Dadam, P., Rudolph, S., Deiters, W., Trillisch, S.: Guarded process spaces (gps): a navigation system towards creation and dynamic change of helathcare processes from the end-user’s perspective. In: Proceedings of Business Process Management Workshops, vol. 2, pp. 237–248 (2012)
31.
Socorro, R., Mico, L., Oncina, J.: A fast pivot-based indexing algorithm for metric spaces. Pattern Recogn. Lett. 32, 1511–1516 (2011)CrossRef
32.
van Elst, L., Aschoff, F.R., Berbardi, A., Maus, H., Schwarz, S.: Weakly-structured workflows for knowledge-intensive tasks: an experimental evaluation. In: Proceedings of 12th IEEE International Workshops on Enabling Technologies (WETICE), Infrastructure for Collaborative Enterprises, pp. 340–345. IEEE Computer Society, Los Alamitos (2003)
33.
Weber, B., Reichert, M., Wild, W.: Case-based maintenance for CCBR-based process evolution. In: Roth-Berghofer, T., Goker, M., Altay Guvenir, H. (eds.) Proceedings of European Conference on Case Based Reasoning (ECCBR), 2006. LNAI, vol. 4106, pp. 106–120. Springer, Berlin (2006)
34.
Weber, B., Wild, W.: Towards the agile management of business processes. In: Althoff, K.D., Dengel, A., Bergmann, R., Nick, M., Roth-Berghofer, T. (eds.) Professional knowledge management WM 2005. LNCS, vol. 3782, pp. 409–419. Springer, Berlin (2005)
35.
Yujian, L., Bo, L.: A normalized Levenshtein distance metric. IEEE Trans. Pattern Anal. Mach. Intell. 29, 1091–1095 (2007)CrossRef
Metadaten
Titel
Non-exhaustive Trace Retrieval for Managing Stroke Patients
verfasst von
S. Montani
G. Leonardi
Copyright-Jahr
2014
Verlag
Springer Berlin Heidelberg
Buch
Successful Case-based Reasoning Applications-2

Print ISBN: 978-3-642-38735-7

Electronic ISBN: 978-3-642-38736-4

Copyright-Jahr: 2014

DOI
https://doi.org/10.1007/978-3-642-38736-4_3

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