Skip to main content
Erschienen in: Soft Computing 9/2016

31.05.2015 | Methodologies and Application

An approach to emergency decision making based on decision-theoretic rough set over two universes

verfasst von: Bingzhen Sun, Weimin Ma, Haiyan Zhao

Erschienen in: Soft Computing | Ausgabe 9/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Emergency decision making is still an important issue in unconventional emergency management research. Although many studies have been written on this topic, they remain political and qualitative, and it is difficult to make them operational in practice. Therefore, this article proposes a decision-theoretic rough set over two universes as an approach for solving this difficulty. The proposed approach integrates rough set theory over two universes using a Bayesian decision-making technique. In this study, emergency decision making is considered as a multiple-criteria ranking or multiple-criteria selection problem with multi-granularity linguistic assessment information. A Bayesian decision process based on linguistic description with qualitative data over two universes is first presented to construct the decision model and approach, and then the decision-theoretic rough set theory over two universes is taken to induce a set of decision rules that satisfy minimum risk of loss conditions. These rules can easily give the optimal decision results with minimum risk of loss by considering online information, realistic scenarios, and the dynamic characteristic of unconventional emergency events as they develop. Finally, the steps and the basic principle of the proposed method are illustrated by a numerical example with the background of emergency decision making.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Barbarosoglu G, Arda Y (2004) A two-stage stochastic programming framework for transportation planning in diaster response. J Op Res Soc 55(1):43–53CrossRefMATH Barbarosoglu G, Arda Y (2004) A two-stage stochastic programming framework for transportation planning in diaster response. J Op Res Soc 55(1):43–53CrossRefMATH
Zurück zum Zitat Cosgrave J (1996) Decision making in emergencies. Disaster Prev Manag 5:28–35CrossRef Cosgrave J (1996) Decision making in emergencies. Disaster Prev Manag 5:28–35CrossRef
Zurück zum Zitat Chen X, Wang Y, Wu LY, Yan GY, Zhu W (2010) The model of emergency decision-making with multi-stage multi-object and multi-agent. Syst Eng Theory Pract 30(11):1977–1985 Chen X, Wang Y, Wu LY, Yan GY, Zhu W (2010) The model of emergency decision-making with multi-stage multi-object and multi-agent. Syst Eng Theory Pract 30(11):1977–1985
Zurück zum Zitat Fan WC (2007) Advisement and suggestion to scientific problems of emergency management for public incidents. Bull Natl Nat Sci Found China 2:71–76 Fan WC (2007) Advisement and suggestion to scientific problems of emergency management for public incidents. Bull Natl Nat Sci Found China 2:71–76
Zurück zum Zitat Forster MR (2000) Key concepts in model selection: performance and generalizability. J Math Psychol 44:205–231CrossRefMATH Forster MR (2000) Key concepts in model selection: performance and generalizability. J Math Psychol 44:205–231CrossRefMATH
Zurück zum Zitat Good IJ (1965) The estimation of probabilities: an essay on modern Bayesian methods. MIT Press, CambridgeMATH Good IJ (1965) The estimation of probabilities: an essay on modern Bayesian methods. MIT Press, CambridgeMATH
Zurück zum Zitat Greco S, Slowinski R, Yao YY (2007) Bayesian decision theory for dominance-based rough set approach. In: Proceedings of the 2nd international conference on rough sets and knowledge technology, RSKT’07 Greco S, Slowinski R, Yao YY (2007) Bayesian decision theory for dominance-based rough set approach. In: Proceedings of the 2nd international conference on rough sets and knowledge technology, RSKT’07
Zurück zum Zitat Goudey R (2007) Do statistical inferences allowing three alternative decision give better feedback for environmentally precautionary decision-making. J Environ Manag 85:338–344CrossRef Goudey R (2007) Do statistical inferences allowing three alternative decision give better feedback for environmentally precautionary decision-making. J Environ Manag 85:338–344CrossRef
Zurück zum Zitat Hector TD, Maria EM, Sunarin C, Laura AM (2013) Joint location and dispatching decisions for emergency medical services. Comput Ind Eng 64:917–928CrossRef Hector TD, Maria EM, Sunarin C, Laura AM (2013) Joint location and dispatching decisions for emergency medical services. Comput Ind Eng 64:917–928CrossRef
Zurück zum Zitat Ju YB, Wang AH (2012) Emergency alternative evaluation under group decision makers: a method of incorporating DS/AHP with extended TOPSIS. Expert Syst Appl 39:1315–1323CrossRef Ju YB, Wang AH (2012) Emergency alternative evaluation under group decision makers: a method of incorporating DS/AHP with extended TOPSIS. Expert Syst Appl 39:1315–1323CrossRef
Zurück zum Zitat Jiang YP, Fan ZP, Su MM (2011) Study on the dynamic adjusting method for emergency decision. Chin J Manag Sci 19(5):104–108 Jiang YP, Fan ZP, Su MM (2011) Study on the dynamic adjusting method for emergency decision. Chin J Manag Sci 19(5):104–108
Zurück zum Zitat Jia XY, Tang ZM, Liao WH, Shang L (2014) On an optimization representation of decision-theoretic rough set model. Int J Approx Reason 55(1):156–166MathSciNetCrossRefMATH Jia XY, Tang ZM, Liao WH, Shang L (2014) On an optimization representation of decision-theoretic rough set model. Int J Approx Reason 55(1):156–166MathSciNetCrossRefMATH
Zurück zum Zitat Keeneyr L, Raiffa H (1993) Decision with multiple objectives: preferences and value tradeoffs. Cambridge University Press, New YorkCrossRef Keeneyr L, Raiffa H (1993) Decision with multiple objectives: preferences and value tradeoffs. Cambridge University Press, New YorkCrossRef
Zurück zum Zitat Levy JK, Taji K (2007) Group decision support for hazards planning and emergency management: a group analytic network process (GANP) approach. Math Comput Model 46:906–917MathSciNetCrossRefMATH Levy JK, Taji K (2007) Group decision support for hazards planning and emergency management: a group analytic network process (GANP) approach. Math Comput Model 46:906–917MathSciNetCrossRefMATH
Zurück zum Zitat Liu D, Yao YY, Li TR (2011) Three-way investment decisions with decision-theoretic rough sets. Int J Comput Intell Syst 4(1):66–74CrossRef Liu D, Yao YY, Li TR (2011) Three-way investment decisions with decision-theoretic rough sets. Int J Comput Intell Syst 4(1):66–74CrossRef
Zurück zum Zitat Li HX, Zhou XZ (2011) Risk decision making based on decision-theoretic rough set: a multi-view decision model. Int J Comput Intell Syst 4(1):1–11CrossRef Li HX, Zhou XZ (2011) Risk decision making based on decision-theoretic rough set: a multi-view decision model. Int J Comput Intell Syst 4(1):1–11CrossRef
Zurück zum Zitat Li TJ (2008) Rough approximation operators on two universes of discourse and their fuzzy extensions. Fuzzy Sets Syst 159:3033–3050MathSciNetCrossRefMATH Li TJ (2008) Rough approximation operators on two universes of discourse and their fuzzy extensions. Fuzzy Sets Syst 159:3033–3050MathSciNetCrossRefMATH
Zurück zum Zitat Li YF, Zhang CQ, Swanb JR (2000) An information filtering model on the web and its application in job agent. Knowl Based Syst 13:285–296CrossRef Li YF, Zhang CQ, Swanb JR (2000) An information filtering model on the web and its application in job agent. Knowl Based Syst 13:285–296CrossRef
Zurück zum Zitat Liang DC, Liu D, Pedrycz W, Hu P (2013) Triangular fuzzy decision-theoretic rough sets. Int J Approx Reason 54:1087–1106CrossRefMATH Liang DC, Liu D, Pedrycz W, Hu P (2013) Triangular fuzzy decision-theoretic rough sets. Int J Approx Reason 54:1087–1106CrossRefMATH
Zurück zum Zitat Lingras P, Chen M, Miao DQ (2009) Rough cluster quality index based on decision theory. IEEE Trans Knowl Data Eng 21(7):1014–1026CrossRef Lingras P, Chen M, Miao DQ (2009) Rough cluster quality index based on decision theory. IEEE Trans Knowl Data Eng 21(7):1014–1026CrossRef
Zurück zum Zitat Liu GL (2010) Rough set theory based on two universal sets and its applications. Knowl Based Syst 23(2):110–115CrossRef Liu GL (2010) Rough set theory based on two universal sets and its applications. Knowl Based Syst 23(2):110–115CrossRef
Zurück zum Zitat Ma WM, Sun BZ (2012a) Probabilistic rough set over two universes and rough entropy. Int J Approx Reason 53:608–619 Ma WM, Sun BZ (2012a) Probabilistic rough set over two universes and rough entropy. Int J Approx Reason 53:608–619
Zurück zum Zitat Ma WM, Sun BZ (2012b) On relationship between probabilistic rough set and Bayesian risk decision over two universes. Int J Gen Syst 41(3):225–245 Ma WM, Sun BZ (2012b) On relationship between probabilistic rough set and Bayesian risk decision over two universes. Int J Gen Syst 41(3):225–245
Zurück zum Zitat Mendonca D, Beroggi G, Van GD, Wallace WA (2006) Designing gaming simulations for the assessment of group decision support systems in emergency response. Safety Sci 44:523–535CrossRef Mendonca D, Beroggi G, Van GD, Wallace WA (2006) Designing gaming simulations for the assessment of group decision support systems in emergency response. Safety Sci 44:523–535CrossRef
Zurück zum Zitat Marinoff L (2007) The middle way, finding happiness in a world of extremes. Sterling, New York Marinoff L (2007) The middle way, finding happiness in a world of extremes. Sterling, New York
Zurück zum Zitat Ngueveu SU, Prins C, Calvo RW (2010) An effective mimetic algorithm for the cumulative capacitated vehicle routing problem. Comput Op Res 37(11):1877–1885CrossRefMATH Ngueveu SU, Prins C, Calvo RW (2010) An effective mimetic algorithm for the cumulative capacitated vehicle routing problem. Comput Op Res 37(11):1877–1885CrossRefMATH
Zurück zum Zitat Pawlak Z (1991) Rough sets: theoretical aspects of reasoning about data. Kluwer Academic Publishers, BostonCrossRefMATH Pawlak Z (1991) Rough sets: theoretical aspects of reasoning about data. Kluwer Academic Publishers, BostonCrossRefMATH
Zurück zum Zitat Pawlak Z, Grzymala-Busse JW, Slowinski R, Ziarko W (1995) Rough sets. Commun ACM 38(11):88–95CrossRef Pawlak Z, Grzymala-Busse JW, Slowinski R, Ziarko W (1995) Rough sets. Commun ACM 38(11):88–95CrossRef
Zurück zum Zitat Pauker SG, Kassirer JP (1980) The threshold approach to clinical decision making. N Engl J Med 302:1109–1117CrossRef Pauker SG, Kassirer JP (1980) The threshold approach to clinical decision making. N Engl J Med 302:1109–1117CrossRef
Zurück zum Zitat Pauwels N, Van DE, Walle B, Hardeman F, Soudan K (2000) The implications of irreversibility in emergency response. Theory Decis 49(1):25–51CrossRefMATH Pauwels N, Van DE, Walle B, Hardeman F, Soudan K (2000) The implications of irreversibility in emergency response. Theory Decis 49(1):25–51CrossRefMATH
Zurück zum Zitat Shafer G (1987) Belief functions and possibility measures. In: Proceedings of analysis of fuzzy information, vol 1. CRC Press, Boca Raton, pp 51–84 Shafer G (1987) Belief functions and possibility measures. In: Proceedings of analysis of fuzzy information, vol 1. CRC Press, Boca Raton, pp 51–84
Zurück zum Zitat Sun BZ, Ma WM, Liu Q (2013a) An approach to decision making based on intuitionistic fuzzy rough set over two universes. J Op Res Soc 64(7):1079–1089CrossRef Sun BZ, Ma WM, Liu Q (2013a) An approach to decision making based on intuitionistic fuzzy rough set over two universes. J Op Res Soc 64(7):1079–1089CrossRef
Zurück zum Zitat Sun BZ, Ma WM, Zhao HY (2013b) A fuzzy rough set approach to emergency material demand prediction over two universes. Appl Math Model 37:7062–7070 Sun BZ, Ma WM, Zhao HY (2013b) A fuzzy rough set approach to emergency material demand prediction over two universes. Appl Math Model 37:7062–7070
Zurück zum Zitat Sun BZ, Ma WM, Zhao HY (2012) Decision-theoretic rough set model over two universes for emergency decision-making. In: Proceeding of the 10th conference on uncertainty system and the 14th conference on information and management of China, Yinchuan, July, pp 35–43 Sun BZ, Ma WM, Zhao HY (2012) Decision-theoretic rough set model over two universes for emergency decision-making. In: Proceeding of the 10th conference on uncertainty system and the 14th conference on information and management of China, Yinchuan, July, pp 35–43
Zurück zum Zitat Schechter CB (1988) Sequential analysis in a Bayesian model of diastolic blood pressure measurement. Med Decis Mak 8:191–196MathSciNetCrossRef Schechter CB (1988) Sequential analysis in a Bayesian model of diastolic blood pressure measurement. Med Decis Mak 8:191–196MathSciNetCrossRef
Zurück zum Zitat Wong SKM, Wang LS, Yao YY (1993a) On modeling uncertainty with interval structures. Comput Intell 11:406–426MathSciNetCrossRef Wong SKM, Wang LS, Yao YY (1993a) On modeling uncertainty with interval structures. Comput Intell 11:406–426MathSciNetCrossRef
Zurück zum Zitat Wong SKM, Wang LS, Yao YY (1993b) Interval structures: a framework for representing uncertain information. In: Proceedings of 8th conference on uncertainty artificial intelligent, pp 336–343 Wong SKM, Wang LS, Yao YY (1993b) Interval structures: a framework for representing uncertain information. In: Proceedings of 8th conference on uncertainty artificial intelligent, pp 336–343
Zurück zum Zitat Xu ZS (2004) Methodology of uncertainty decision-making and its application. Tsinghua University Press, Beijing Xu ZS (2004) Methodology of uncertainty decision-making and its application. Tsinghua University Press, Beijing
Zurück zum Zitat Yu LA, Lai KK (2011) A distance-based group decision-making methodology for multi-person multi-criteria emergency decision support. Decis Support Syst 51:307–315CrossRef Yu LA, Lai KK (2011) A distance-based group decision-making methodology for multi-person multi-criteria emergency decision support. Decis Support Syst 51:307–315CrossRef
Zurück zum Zitat Yao YY, Wong SKM, Lingras PJ (1990a) A decision-theoretic rough set model. In: Proceedings of the 5th international symposium on methodologies for intelligent systems Yao YY, Wong SKM, Lingras PJ (1990a) A decision-theoretic rough set model. In: Proceedings of the 5th international symposium on methodologies for intelligent systems
Zurück zum Zitat Yao YY, Wong SKM, Lingras PJ (1990b) A decision-theoretic rough set model. Methodol Intell Syst 5:17–24MathSciNet Yao YY, Wong SKM, Lingras PJ (1990b) A decision-theoretic rough set model. Methodol Intell Syst 5:17–24MathSciNet
Zurück zum Zitat Yao YY, Wong SKM (1992) A decision theoretic framework for approximating concepts. Int J Man-Mach Stud 37:793–809CrossRef Yao YY, Wong SKM (1992) A decision theoretic framework for approximating concepts. Int J Man-Mach Stud 37:793–809CrossRef
Zurück zum Zitat Yao YY, Wong SKM, Wang LS (1995) A non-numeric approach to uncertain reasoning. Int J Gen Syst 23:343–359CrossRefMATH Yao YY, Wong SKM, Wang LS (1995) A non-numeric approach to uncertain reasoning. Int J Gen Syst 23:343–359CrossRefMATH
Zurück zum Zitat Yao YY (2003) Probabilistic approaches to rough sets. Expert Syst 20:287–297CrossRef Yao YY (2003) Probabilistic approaches to rough sets. Expert Syst 20:287–297CrossRef
Zurück zum Zitat Yao YY (2008) Probabilistic rough set approximation. Int J Approx Reason 49:255–271CrossRefMATH Yao YY (2008) Probabilistic rough set approximation. Int J Approx Reason 49:255–271CrossRefMATH
Zurück zum Zitat Yao YY (2012) An outline of a theory of three-way decisions. In: Proceedings of RSCTC2012, vol 7413. LNCS (LNAI) pp 1–17 Yao YY (2012) An outline of a theory of three-way decisions. In: Proceedings of RSCTC2012, vol 7413. LNCS (LNAI) pp 1–17
Zurück zum Zitat Yuan H (1996) Research on unconventional emergency crisis and its emergency decision-making. Res Explor 2:1–4 Yuan H (1996) Research on unconventional emergency crisis and its emergency decision-making. Res Explor 2:1–4
Zurück zum Zitat Yang WG, Huang J, Chi H, Qi ML (2007) The study on the choosing emergency plan problem with incomplete information. Chin J Manag Sci 15(z1):729–732 Yang WG, Huang J, Chi H, Qi ML (2007) The study on the choosing emergency plan problem with incomplete information. Chin J Manag Sci 15(z1):729–732
Zurück zum Zitat Yan RX, Zheng JG, Liu JF, Zhai YM (2010) Research on the model of rough set over dual-universes. Knowl Based Syst 23:817–822CrossRef Yan RX, Zheng JG, Liu JF, Zhai YM (2010) Research on the model of rough set over dual-universes. Knowl Based Syst 23:817–822CrossRef
Zurück zum Zitat Yang HL, Li SG, Wang SY, Wang J (2012) Bipolar fuzzy rough set model on two different universes and its application. Knowl Based Syst 35:94–101CrossRef Yang HL, Li SG, Wang SY, Wang J (2012) Bipolar fuzzy rough set model on two different universes and its application. Knowl Based Syst 35:94–101CrossRef
Zurück zum Zitat Zografos KG, Vasilakis GM, Giannouli IM (2000) Methodological framework for developing decision support systems (DSS) for hazardous materials emergency response operations. J Hazard Mater 71:503–521CrossRef Zografos KG, Vasilakis GM, Giannouli IM (2000) Methodological framework for developing decision support systems (DSS) for hazardous materials emergency response operations. J Hazard Mater 71:503–521CrossRef
Zurück zum Zitat Zhang WX, Wu WZ (2000) Rough set models based on random sets (I). J Xi’an Jiaotong Univ 12:75–79MathSciNet Zhang WX, Wu WZ (2000) Rough set models based on random sets (I). J Xi’an Jiaotong Univ 12:75–79MathSciNet
Zurück zum Zitat Zhang HY, Zhang WX, Wu WZ (2009) On characterization of generalized interval-valued fuzzy rough sets on two universes of discourse. Int J Approx Reason 51(1):56–70MathSciNetCrossRefMATH Zhang HY, Zhang WX, Wu WZ (2009) On characterization of generalized interval-valued fuzzy rough sets on two universes of discourse. Int J Approx Reason 51(1):56–70MathSciNetCrossRefMATH
Metadaten
Titel
An approach to emergency decision making based on decision-theoretic rough set over two universes
verfasst von
Bingzhen Sun
Weimin Ma
Haiyan Zhao
Publikationsdatum
31.05.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 9/2016
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-015-1721-6

Weitere Artikel der Ausgabe 9/2016

Soft Computing 9/2016 Zur Ausgabe

Premium Partner