Skip to main content
Top
Published in: Soft Computing 18/2019

25-08-2018 | Methodologies and Application

Strict intuitionistic fuzzy entropy and application in network vulnerability evaluation

Authors: Xiaoshi Fan, Chenghai Li, Yanan Wang

Published in: Soft Computing | Issue 18/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

By analyzing existing construction methods of intuitionistic fuzzy entropy (IFE), the entropies of intuitionistic fuzzy numbers cannot be distinguished when membership function equals non-membership function. The generalization performance of traditional IFE is insufficient. To overcome the limitation of IFE definition, referencing classical mathematic strict comparison operation, an axiomatic definition of strict intuitionistic fuzzy entropy (SIFE) and four constraint requirements are proposed in this paper. Firstly, two SIFE construction methods are proposed and their constraint requirements are certified. Secondly, a general formula is extracted from the novel construction methods. Thirdly, combining vulnerability evaluation model and SIFE theory, IFE is applied in the network information security field. The proposed evaluation model is deployed in the common vulnerability scoring system to evaluate Apache Web Server chunked encoding remote overflow vulnerability. The experiment result shows that the proposed vulnerability evaluation method is a feasible multi-expert evaluation fusing model.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
go back to reference Chaira T (2012) Arank ordered filter for medical image edge enhancement and detection using intuitionistic fuzzy set. Appl Soft Comput J 12(4):1259–1266CrossRef Chaira T (2012) Arank ordered filter for medical image edge enhancement and detection using intuitionistic fuzzy set. Appl Soft Comput J 12(4):1259–1266CrossRef
go back to reference Deepa J, Sanjay K (2014) Intuitionistic fuzzy entropy and distance measure based TOPSIS method for multi-criteria decision making. Egypt Inform J 15(2):97–104CrossRef Deepa J, Sanjay K (2014) Intuitionistic fuzzy entropy and distance measure based TOPSIS method for multi-criteria decision making. Egypt Inform J 15(2):97–104CrossRef
go back to reference Farhadinia B (2013) A theoretical development on the entropy of interval-valued fuzzy sets based on the intuitionistic distance and its relationship with similarity measure. Knowl Based Syst 39(2):79–84MathSciNetCrossRef Farhadinia B (2013) A theoretical development on the entropy of interval-valued fuzzy sets based on the intuitionistic distance and its relationship with similarity measure. Knowl Based Syst 39(2):79–84MathSciNetCrossRef
go back to reference Hannes H, Khalida KA (2015) An expert-based investigation of the common vulnerability scoring system. Comput Secur 53(1):18–30 Hannes H, Khalida KA (2015) An expert-based investigation of the common vulnerability scoring system. Comput Secur 53(1):18–30
go back to reference Houmb SH, Franqueria VN (2009) Estimating ToE level using CVSS. In: Proceeding of the forth international conference on availability, reliability and security. IEEE Computer Society, Fukuoka, Japan, March 16–19, pp 718–725 Houmb SH, Franqueria VN (2009) Estimating ToE level using CVSS. In: Proceeding of the forth international conference on availability, reliability and security. IEEE Computer Society, Fukuoka, Japan, March 16–19, pp 718–725
go back to reference Houmb SH, Franqueira VNL, Engum EA (2010) Quantifying security risk level from CVSS estimates of frequency and impact. J Syst Softw 83(9):1622–1634CrossRef Houmb SH, Franqueira VNL, Engum EA (2010) Quantifying security risk level from CVSS estimates of frequency and impact. J Syst Softw 83(9):1622–1634CrossRef
go back to reference Jaganathan P, Kuppuchamy R (2013) A threshold fuzzy entropy based feature selection for medical database classification. Comput Biol Med 43(12):2222–2229CrossRef Jaganathan P, Kuppuchamy R (2013) A threshold fuzzy entropy based feature selection for medical database classification. Comput Biol Med 43(12):2222–2229CrossRef
go back to reference Khaleie S, Fasanghari M (2012) An intuitionistic fuzzy group decision making method using entropy and association coefficient. SoftComputing 16(7):1197–1211 Khaleie S, Fasanghari M (2012) An intuitionistic fuzzy group decision making method using entropy and association coefficient. SoftComputing 16(7):1197–1211
go back to reference Kucukvar M, Gumus S, Egilmez G et al (2014) Ranking the sustainability performance of pavements: an intuitionistic fuzzy decision making method. Autom Constr 40(15):33–43CrossRef Kucukvar M, Gumus S, Egilmez G et al (2014) Ranking the sustainability performance of pavements: an intuitionistic fuzzy decision making method. Autom Constr 40(15):33–43CrossRef
go back to reference Li J, Deng G, Li H, Zeng W (2012) The relationship between similarity measure and entropy of intuitionistic fuzzy sets. Inf Sci 188(1):314–321MATHMathSciNetCrossRef Li J, Deng G, Li H, Zeng W (2012) The relationship between similarity measure and entropy of intuitionistic fuzzy sets. Inf Sci 188(1):314–321MATHMathSciNetCrossRef
go back to reference Liu Z, Pan Q, Dezert J et al (2017) Combination of classifiers with optimal weigh based on evidential reasoning. IEEE Trans Fuzzy Syst 99:1 Liu Z, Pan Q, Dezert J et al (2017) Combination of classifiers with optimal weigh based on evidential reasoning. IEEE Trans Fuzzy Syst 99:1
go back to reference Liu Z, Pan Q, Dezert J et al (2018) Classifier fusion with contextual reliability evaluation. IEEE Trans Cybern 48(5):1605–1618CrossRef Liu Z, Pan Q, Dezert J et al (2018) Classifier fusion with contextual reliability evaluation. IEEE Trans Cybern 48(5):1605–1618CrossRef
go back to reference Mao JJ, Yao DB, Wang CC (2013) A novel cross-entropy and entropy measures of IFSs and their applications. Knowl Based Syst 48(8):37–45CrossRef Mao JJ, Yao DB, Wang CC (2013) A novel cross-entropy and entropy measures of IFSs and their applications. Knowl Based Syst 48(8):37–45CrossRef
go back to reference Meng FY, Chen XH (2016) Entropy and similarity measure of Atanassov’s intuitionistic fuzzy sets and their application to pattern recognition based on fuzzy measures. Pattern Anal Appl 19(1):11–20MathSciNetCrossRefMATH Meng FY, Chen XH (2016) Entropy and similarity measure of Atanassov’s intuitionistic fuzzy sets and their application to pattern recognition based on fuzzy measures. Pattern Anal Appl 19(1):11–20MathSciNetCrossRefMATH
go back to reference Nataliani Y, Hwang CM, Yang MS (2015) An exponential-type entropy measure on intuitionistic fuzzy sets. Lect Notes Comput Sci 9119(1):218–227MATHCrossRef Nataliani Y, Hwang CM, Yang MS (2015) An exponential-type entropy measure on intuitionistic fuzzy sets. Lect Notes Comput Sci 9119(1):218–227MATHCrossRef
go back to reference Pal NR, Bustice H, Pagola M et al (2013) Uncertainties with Atanassov’s intuitionistic fuzzy sets: fuzziness and lack of knowledge. Inf Sci 228(10):61–74MATHMathSciNetCrossRef Pal NR, Bustice H, Pagola M et al (2013) Uncertainties with Atanassov’s intuitionistic fuzzy sets: fuzziness and lack of knowledge. Inf Sci 228(10):61–74MATHMathSciNetCrossRef
go back to reference Pedro MP, Pedro C, Humberto B et al (2013) Image segmentation using Atanassov’s intuitionistic fuzzy sets. Expert Syst Appl 4(1):15–26 Pedro MP, Pedro C, Humberto B et al (2013) Image segmentation using Atanassov’s intuitionistic fuzzy sets. Expert Syst Appl 4(1):15–26
go back to reference Qin JD, Liu XW (2013) Study on interval intuitionistic fuzzy multi-attribute group decision making method based on Choquet integral. Procedia Comput Sci 17(5):465–472CrossRef Qin JD, Liu XW (2013) Study on interval intuitionistic fuzzy multi-attribute group decision making method based on Choquet integral. Procedia Comput Sci 17(5):465–472CrossRef
go back to reference Song YF, Wang XD, Lei L et al (2015) A novel similarity measure on intuitionistic fuzzy sets with its application. Appl Intell 42(2):252–261CrossRef Song YF, Wang XD, Lei L et al (2015) A novel similarity measure on intuitionistic fuzzy sets with its application. Appl Intell 42(2):252–261CrossRef
go back to reference Song YF, Wang XD, Quan W, Huang W et al (2017) A new approach to construct similarity measure for intuitionistic fuzzy sets. Soft Comput 1:1–14 Song YF, Wang XD, Quan W, Huang W et al (2017) A new approach to construct similarity measure for intuitionistic fuzzy sets. Soft Comput 1:1–14
go back to reference Wang Y, Lei YJ (2007) A technique for constructing intuitionistic fuzzy entropy. Control Decis 22(12):1390–1394MATH Wang Y, Lei YJ (2007) A technique for constructing intuitionistic fuzzy entropy. Control Decis 22(12):1390–1394MATH
go back to reference Wei CP, Wang P, Zhang YZ (2011) Entropy, similarity measure of interval-valued intuitionistic fuzzy sets and their applications. Inf Sci 181(19):4273–4286MATHMathSciNetCrossRef Wei CP, Wang P, Zhang YZ (2011) Entropy, similarity measure of interval-valued intuitionistic fuzzy sets and their applications. Inf Sci 181(19):4273–4286MATHMathSciNetCrossRef
go back to reference Zeng WY, Li HX (2006) Relationship between similarity measure and entropy of interval-valued fuzzy sets. Fuzzy Sets Syst 157(11):1477–1484MATHMathSciNetCrossRef Zeng WY, Li HX (2006) Relationship between similarity measure and entropy of interval-valued fuzzy sets. Fuzzy Sets Syst 157(11):1477–1484MATHMathSciNetCrossRef
go back to reference Zeng WY, Zhao YB, Gu YD (2016) Similarity measure for vague sets based on implication functions. Knowl Based Syst 94(2):124–131CrossRef Zeng WY, Zhao YB, Gu YD (2016) Similarity measure for vague sets based on implication functions. Knowl Based Syst 94(2):124–131CrossRef
go back to reference Zhang HY, Zhang WX, Mei CL (2009) Entropy of interval-valued fuzzy sets based on distance and its relationship with similarity measure. Knowl Based Syst 22(6):449–454CrossRef Zhang HY, Zhang WX, Mei CL (2009) Entropy of interval-valued fuzzy sets based on distance and its relationship with similarity measure. Knowl Based Syst 22(6):449–454CrossRef
go back to reference Zhao F, Huang H, Jin H et al (2011) A hybrid ranking approach to estimate vulnerability for dynamic attacks. Comput Math Appl 62(12):4308–4321CrossRef Zhao F, Huang H, Jin H et al (2011) A hybrid ranking approach to estimate vulnerability for dynamic attacks. Comput Math Appl 62(12):4308–4321CrossRef
Metadata
Title
Strict intuitionistic fuzzy entropy and application in network vulnerability evaluation
Authors
Xiaoshi Fan
Chenghai Li
Yanan Wang
Publication date
25-08-2018
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 18/2019
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-018-3474-5

Other articles of this Issue 18/2019

Soft Computing 18/2019 Go to the issue

Premium Partner