Skip to main content
Erschienen in: Automated Software Engineering 2/2019

15.05.2019

Improving web service interfaces modularity using multi-objective optimization

verfasst von: Sabrine Boukharata, Ali Ouni, Marouane Kessentini, Salah Bouktif, Hanzhang Wang

Erschienen in: Automated Software Engineering | Ausgabe 2/2019

Einloggen

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

search-config
loading …

Abstract

Service interface is a critical component in a service-oriented architecture (SOA). As first-class design artifact, a service interface should be properly designed to provide best practice of third-party reuse. However, a very common bad service design practice in existing SOAs is to place semantically unrelated operations implementing several abstractions in a single interface. Poorly designed service interfaces can have a negative effect on all client applications that use these services. Indeed, services with such poor interface structure tend to be difficult to comprehend, maintain and reuse in business processes, leading to unsuccessful services. Necessarily, then, service designers should “refactor”, i.e., restructure, their service interface into smaller, more cohesive interfaces, each representing a specific abstraction. To address this problem, we introduce a novel approach, namely WSIRem, to support service’s developers in improving the modularization of their service interfaces. WSIRem is based on a multi-objective search-based optimization approach to find the appropriate modularization of a service interface into smaller, more cohesive and loosely coupled interfaces, each implementing a distinct abstraction. WSIRem has been empirically evaluated on a benchmark of 22 real-world Web services provided by Amazon and Yahoo. Results show that the automatically identified interfaces improved the services interface structure. Qualitative evaluation of WSIRem with developers showed the performance of WSIRem in terms of understandability, where the new WSIRem interfaces were recognized as ‘relevant’ from developers point of view with more than 73% of precision and 77% of recall. Overall, the obtained results show that WSIRem outperforms state-of-the-art approaches relying on traditional partitioning techniques.

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 "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!

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!

Literatur
Zurück zum Zitat Abdeen, H., Ducasse, S., Sahraoui, H., Alloui, I.: Automatic package coupling and cycle minimization. In: 16th Working Conference on Reverse Engineering, pp. 103–112. IEEE (2009) Abdeen, H., Ducasse, S., Sahraoui, H., Alloui, I.: Automatic package coupling and cycle minimization. In: 16th Working Conference on Reverse Engineering, pp. 103–112. IEEE (2009)
Zurück zum Zitat Anquetil, N., Lethbridge, T.C.: Experiments with clustering as a software remodularization method. In: 6th Working Conference on Reverse Engineering, pp. 235–255. IEEE (1999) Anquetil, N., Lethbridge, T.C.: Experiments with clustering as a software remodularization method. In: 6th Working Conference on Reverse Engineering, pp. 235–255. IEEE (1999)
Zurück zum Zitat Athanasopoulos, D., Zarras, A.: Fine-grained metrics of cohesion lack for service interfaces. In: IEEE International Conference on Web Services (ICWS), pp. 588–595 (2011) Athanasopoulos, D., Zarras, A.: Fine-grained metrics of cohesion lack for service interfaces. In: IEEE International Conference on Web Services (ICWS), pp. 588–595 (2011)
Zurück zum Zitat Athanasopoulos, D., Zarras, A.V., Miskos, G., Issarny, V.: Cohesion-driven decomposition of service interfaces without access to source code. IEEE Trans. Serv. Comput. 8(JUNE), 1–18 (2015) Athanasopoulos, D., Zarras, A.V., Miskos, G., Issarny, V.: Cohesion-driven decomposition of service interfaces without access to source code. IEEE Trans. Serv. Comput. 8(JUNE), 1–18 (2015)
Zurück zum Zitat Bavota, G., De Lucia, A., Oliveto, R.: Identifying extract class refactoring opportunities using structural and semantic cohesion measures. J. Syst. Softw. 84(3), 397–414 (2011)CrossRef Bavota, G., De Lucia, A., Oliveto, R.: Identifying extract class refactoring opportunities using structural and semantic cohesion measures. J. Syst. Softw. 84(3), 397–414 (2011)CrossRef
Zurück zum Zitat Bavota, G., De Lucia, A., Marcus, A., Oliveto, R.: Automating extract class refactoring: an improved method and its evaluation. Empir. Softw. Eng. 19(6), 1617–1664 (2014)CrossRef Bavota, G., De Lucia, A., Marcus, A., Oliveto, R.: Automating extract class refactoring: an improved method and its evaluation. Empir. Softw. Eng. 19(6), 1617–1664 (2014)CrossRef
Zurück zum Zitat Budgen, D.: Software Design. Addision-Wesley, Reading (1999)MATH Budgen, D.: Software Design. Addision-Wesley, Reading (1999)MATH
Zurück zum Zitat Card, D.N., Glass, R.L.: Measuring Software Design Quality. Prentice-Hall Inc., Englewood Cliffs (1990) Card, D.N., Glass, R.L.: Measuring Software Design Quality. Prentice-Hall Inc., Englewood Cliffs (1990)
Zurück zum Zitat Chisnall, P.M.: Questionnaire design, interviewing and attitude measurement. J. Mark. Res. Soc. 35(4), 392–393 (1993) Chisnall, P.M.: Questionnaire design, interviewing and attitude measurement. J. Mark. Res. Soc. 35(4), 392–393 (1993)
Zurück zum Zitat Cliff, N.: Dominance statistics: ordinal analyses to answer ordinal questions. Psychol. Bull. 114(3), 494 (1993)CrossRef Cliff, N.: Dominance statistics: ordinal analyses to answer ordinal questions. Psychol. Bull. 114(3), 494 (1993)CrossRef
Zurück zum Zitat Cohen, J.: Statistical Power Analysis for the Behavioral Sciences. Academic Press, London (1988)MATH Cohen, J.: Statistical Power Analysis for the Behavioral Sciences. Academic Press, London (1988)MATH
Zurück zum Zitat Coscia, J.L.O., Mateos, C., Crasso, M., Zunino, A.: Refactoring code-first web services for early avoiding WSDL anti-patterns: approach and comprehensive assessment. Sci. Comput. Program. 89, 374–407 (2014)CrossRef Coscia, J.L.O., Mateos, C., Crasso, M., Zunino, A.: Refactoring code-first web services for early avoiding WSDL anti-patterns: approach and comprehensive assessment. Sci. Comput. Program. 89, 374–407 (2014)CrossRef
Zurück zum Zitat Crasso, M., Rodriguez, J.M., Zunino, A., Campo, M.: Revising WSDL documents: why and how. IEEE Internet Comput. 14(5), 48–56 (2010)CrossRef Crasso, M., Rodriguez, J.M., Zunino, A., Campo, M.: Revising WSDL documents: why and how. IEEE Internet Comput. 14(5), 48–56 (2010)CrossRef
Zurück zum Zitat Daagi, M., Ouni, A., Kessentini, M., Gammoudi, M.M., Bouktif, S.: Web service interface decomposition using formal concept analysis. In: IEEE International Conference on Web Services (ICWS), pp. 172–179. IEEE (2017) Daagi, M., Ouni, A., Kessentini, M., Gammoudi, M.M., Bouktif, S.: Web service interface decomposition using formal concept analysis. In: IEEE International Conference on Web Services (ICWS), pp. 172–179. IEEE (2017)
Zurück zum Zitat De Renzis, A., Garriga, M., Flores, A., Cechich, A., Mateos, C., Zunino, A.: A domain independent readability metric for web service descriptions. Comput. Stand. Interfaces 50, 124–141 (2017)CrossRef De Renzis, A., Garriga, M., Flores, A., Cechich, A., Mateos, C., Zunino, A.: A domain independent readability metric for web service descriptions. Comput. Stand. Interfaces 50, 124–141 (2017)CrossRef
Zurück zum Zitat Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evolut. Comput. 6(2), 182–197 (2002)CrossRef Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evolut. Comput. 6(2), 182–197 (2002)CrossRef
Zurück zum Zitat Demšar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 7, 1–30 (2006)MathSciNetMATH Demšar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 7, 1–30 (2006)MathSciNetMATH
Zurück zum Zitat Dudney, B., Krozak, J., Wittkopf, K., Asbury, S., Osborne, D.: J2EE Antipatterns. Wiley, New York (2003) Dudney, B., Krozak, J., Wittkopf, K., Asbury, S., Osborne, D.: J2EE Antipatterns. Wiley, New York (2003)
Zurück zum Zitat Fleiss, J.L.: Measuring nominal scale agreement among many raters. Psychol. Bull. 76(5), 378 (1971)CrossRef Fleiss, J.L.: Measuring nominal scale agreement among many raters. Psychol. Bull. 76(5), 378 (1971)CrossRef
Zurück zum Zitat Fokaefs, M., Mikhaiel, R., Tsantalis, N., Stroulia, E., Lau, A.: An empirical study on web service evolution. In: IEEE International Conference on Web Services (ICWS), pp. 49–56 (2011) Fokaefs, M., Mikhaiel, R., Tsantalis, N., Stroulia, E., Lau, A.: An empirical study on web service evolution. In: IEEE International Conference on Web Services (ICWS), pp. 49–56 (2011)
Zurück zum Zitat Fokaefs, M., Tsantalis, N., Stroulia, E., Chatzigeorgiou, A.: Identification and application of extract class refactorings in object-oriented systems. J. Syst. Softw. 85(10), 2241–2260 (2012)CrossRef Fokaefs, M., Tsantalis, N., Stroulia, E., Chatzigeorgiou, A.: Identification and application of extract class refactorings in object-oriented systems. J. Syst. Softw. 85(10), 2241–2260 (2012)CrossRef
Zurück zum Zitat Fowler, M.: Refactoring: Improving the Design of Existing Code. Addison-Wesley Longman Publishing Co., Inc., Reading (1999)MATH Fowler, M.: Refactoring: Improving the Design of Existing Code. Addison-Wesley Longman Publishing Co., Inc., Reading (1999)MATH
Zurück zum Zitat Haesen, R., Snoeck, M., Lemahieu, W., Poelmans, S.: On the definition of service granularity and its architectural impact. In: Bellahsène, Z., Léonard, M. (eds.) Advanced Information Systems Engineering, pp. 375–389. Springer (2008) Haesen, R., Snoeck, M., Lemahieu, W., Poelmans, S.: On the definition of service granularity and its architectural impact. In: Bellahsène, Z., Léonard, M. (eds.) Advanced Information Systems Engineering, pp. 375–389. Springer (2008)
Zurück zum Zitat Harman, M.: The current state and future of search based software engineering. In: Future of Software Engineering (FOSE), pp. 342–357 (2007) Harman, M.: The current state and future of search based software engineering. In: Future of Software Engineering (FOSE), pp. 342–357 (2007)
Zurück zum Zitat Harman, M., Hierons, R.M., Proctor, M.: A new representation and crossover operator for search-based optimization of software modularization. GECCO 2, 1351–1358 (2002) Harman, M., Hierons, R.M., Proctor, M.: A new representation and crossover operator for search-based optimization of software modularization. GECCO 2, 1351–1358 (2002)
Zurück zum Zitat Harman, M., Mansouri, S.A., Zhang, Y.: Search-based software engineering: trends, techniques and applications. ACM Comput. Surv. (CSUR) 45(1), 11 (2012)CrossRef Harman, M., Mansouri, S.A., Zhang, Y.: Search-based software engineering: trends, techniques and applications. ACM Comput. Surv. (CSUR) 45(1), 11 (2012)CrossRef
Zurück zum Zitat Hirsch, M., Rodriguez, A., Rodriguez, J.M., Mateos, C., Zunino, A.: Spotting and removing wsdl anti-pattern root causes in code-first web services: a thorough evaluation of impact on service discoverability. Comput. Stand. Interfaces 56, 116–133 (2017)CrossRef Hirsch, M., Rodriguez, A., Rodriguez, J.M., Mateos, C., Zunino, A.: Spotting and removing wsdl anti-pattern root causes in code-first web services: a thorough evaluation of impact on service discoverability. Comput. Stand. Interfaces 56, 116–133 (2017)CrossRef
Zurück zum Zitat Hruschka, E.R., Campello, R.J., Freitas, A., De Carvalho, A.C., et al.: A survey of evolutionary algorithms for clustering. IEEE Trans. Syst. Man Cybern. C Appl. Rev. 39(2), 133–155 (2009)CrossRef Hruschka, E.R., Campello, R.J., Freitas, A., De Carvalho, A.C., et al.: A survey of evolutionary algorithms for clustering. IEEE Trans. Syst. Man Cybern. C Appl. Rev. 39(2), 133–155 (2009)CrossRef
Zurück zum Zitat Kessentini, M., Ouni, A.: Detecting android smells using multi-objective genetic programming. In: International Conference on Mobile Software Engineering and Systems (MobileSoft), pp. 122–132 (2017) Kessentini, M., Ouni, A.: Detecting android smells using multi-objective genetic programming. In: International Conference on Mobile Software Engineering and Systems (MobileSoft), pp. 122–132 (2017)
Zurück zum Zitat Král, J., Zemlicka, M.: Popular SOA antipatterns. In: Computation World: Future Computing, Service Computation, Cognitive, Adaptive, Content, Patterns, pp. 271–276 (2009) Král, J., Zemlicka, M.: Popular SOA antipatterns. In: Computation World: Future Computing, Service Computation, Cognitive, Adaptive, Content, Patterns, pp. 271–276 (2009)
Zurück zum Zitat Landis, J.R., Koch, G.G.: The measurement of observer agreement for categorical data. Biometrics 33(1), 159–174 (1977)CrossRefMATH Landis, J.R., Koch, G.G.: The measurement of observer agreement for categorical data. Biometrics 33(1), 159–174 (1977)CrossRefMATH
Zurück zum Zitat Mancoridis, S., Mitchell, B.S., Rorres, C., Chen, Y.F., Gansner, E.R.: Using automatic clustering to produce high-level system organizations of source code. In: IWPC, vol. 98, pp. 45–52. Citeseer (1998) Mancoridis, S., Mitchell, B.S., Rorres, C., Chen, Y.F., Gansner, E.R.: Using automatic clustering to produce high-level system organizations of source code. In: IWPC, vol. 98, pp. 45–52. Citeseer (1998)
Zurück zum Zitat Maqbool, O., Babri, H.A.: Hierarchical clustering for software architecture recovery. IEEE Trans. Softw. Eng. 33(11), 759–780 (2007)CrossRef Maqbool, O., Babri, H.A.: Hierarchical clustering for software architecture recovery. IEEE Trans. Softw. Eng. 33(11), 759–780 (2007)CrossRef
Zurück zum Zitat Masoud, H., Jalili, S.: A clustering-based model for class responsibility assignment problem in object-oriented analysis. J. Syst. Softw. 93, 110–131 (2014)CrossRef Masoud, H., Jalili, S.: A clustering-based model for class responsibility assignment problem in object-oriented analysis. J. Syst. Softw. 93, 110–131 (2014)CrossRef
Zurück zum Zitat Mateos, C., Crasso, M., Rodriguez, J.M., Zunino, A., Campo, M.: Measuring the impact of the approach to migration in the quality of web service interfaces. Enterp. Inf. Syst. 9(1), 58–85 (2015a)CrossRef Mateos, C., Crasso, M., Rodriguez, J.M., Zunino, A., Campo, M.: Measuring the impact of the approach to migration in the quality of web service interfaces. Enterp. Inf. Syst. 9(1), 58–85 (2015a)CrossRef
Zurück zum Zitat Mateos, C., Rodriguez, J.M., Zunino, A.: A tool to improve code-first web services discoverability through text mining techniques. Softw. Pract. Exp. 45(7), 925–948 (2015b)CrossRef Mateos, C., Rodriguez, J.M., Zunino, A.: A tool to improve code-first web services discoverability through text mining techniques. Softw. Pract. Exp. 45(7), 925–948 (2015b)CrossRef
Zurück zum Zitat Mkaouer, W., Kessentini, M., Shaout, A., Koligheu, P., Bechikh, S., Deb, K., Ouni, A.: Many-objective software remodularization using NSGA-III. ACM Trans. Softw. Eng. Methodol. (TOSEM) 24(3), 17:1–17:45 (2015)CrossRef Mkaouer, W., Kessentini, M., Shaout, A., Koligheu, P., Bechikh, S., Deb, K., Ouni, A.: Many-objective software remodularization using NSGA-III. ACM Trans. Softw. Eng. Methodol. (TOSEM) 24(3), 17:1–17:45 (2015)CrossRef
Zurück zum Zitat Moha, N., Palma, F., Nayrolles, M., Conseil, B.J., Guéhéneuc, Y.G., Baudry, B., Jézéquel, J.M.: Specification and detection of SOA antipatterns. In: Service-Oriented Computing, pp. 1–16. Springer (2012) Moha, N., Palma, F., Nayrolles, M., Conseil, B.J., Guéhéneuc, Y.G., Baudry, B., Jézéquel, J.M.: Specification and detection of SOA antipatterns. In: Service-Oriented Computing, pp. 1–16. Springer (2012)
Zurück zum Zitat Newcomer, E.: Understanding Web Services: XML Soap, and UDDI. Addison-Wesley Professional, Reading (2002). Wsdl Newcomer, E.: Understanding Web Services: XML Soap, and UDDI. Addison-Wesley Professional, Reading (2002). Wsdl
Zurück zum Zitat Ouni, A., Kessentini, M., Sahraoui, H., Boukadoum, M.: Maintainability defects detection and correction: a multi-objective approach. Autom. Softw. Eng. 20(1), 47–79 (2013)CrossRef Ouni, A., Kessentini, M., Sahraoui, H., Boukadoum, M.: Maintainability defects detection and correction: a multi-objective approach. Autom. Softw. Eng. 20(1), 47–79 (2013)CrossRef
Zurück zum Zitat Ouni, A., Gaikovina Kula, R., Kessentini, M., Inoue, K.: Web service antipatterns detection using genetic programming. In: Proceedings of the 2015 on Genetic and Evolutionary Computation Conference, GECCO’15, pp. 1351–1358 (2015a) Ouni, A., Gaikovina Kula, R., Kessentini, M., Inoue, K.: Web service antipatterns detection using genetic programming. In: Proceedings of the 2015 on Genetic and Evolutionary Computation Conference, GECCO’15, pp. 1351–1358 (2015a)
Zurück zum Zitat Ouni, A., Kessentini, M., Sahraoui, H., Inoue, K., Hamdi, M.S.: Improving multi-objective code-smells correction using development history. J. Syst. Softw. 105, 18–39 (2015b)CrossRef Ouni, A., Kessentini, M., Sahraoui, H., Inoue, K., Hamdi, M.S.: Improving multi-objective code-smells correction using development history. J. Syst. Softw. 105, 18–39 (2015b)CrossRef
Zurück zum Zitat Ouni, A., Kessentini, M., Sahraoui, H., Inoue, K., Deb, K.: Multi-criteria code refactoring using search-based software engineering: an industrial case study. ACM Trans. Softw. Eng. Methodol. (TOSEM) 25(3), 23 (2016a)CrossRef Ouni, A., Kessentini, M., Sahraoui, H., Inoue, K., Deb, K.: Multi-criteria code refactoring using search-based software engineering: an industrial case study. ACM Trans. Softw. Eng. Methodol. (TOSEM) 25(3), 23 (2016a)CrossRef
Zurück zum Zitat Ouni, A., Salem, Z., Inoue, K., Soui, M.: SIM: an automated approach to improve web service interface modularization. In: International Conference on Web Services (ICWS), pp. 91–98 (2016b) Ouni, A., Salem, Z., Inoue, K., Soui, M.: SIM: an automated approach to improve web service interface modularization. In: International Conference on Web Services (ICWS), pp. 91–98 (2016b)
Zurück zum Zitat Ouni, A., Daagi, M., Kessentini, M., Bouktif, S., Gammoudi, M.M.: A machine learning-based approach to detect web service design defects. In: IEEE International Conference on Web Services (ICWS), pp. 532–539. IEEE (2017a) Ouni, A., Daagi, M., Kessentini, M., Bouktif, S., Gammoudi, M.M.: A machine learning-based approach to detect web service design defects. In: IEEE International Conference on Web Services (ICWS), pp. 532–539. IEEE (2017a)
Zurück zum Zitat Ouni, A., Kessentini, M., Inoue, K., O Cinneide, M.: Search-based web service antipatterns detection. IEEE Trans. Serv. Comput. 10(4), 603–617 (2017b)CrossRef Ouni, A., Kessentini, M., Inoue, K., O Cinneide, M.: Search-based web service antipatterns detection. IEEE Trans. Serv. Comput. 10(4), 603–617 (2017b)CrossRef
Zurück zum Zitat Ouni, A., Kessentini, M., Ó Cinnéide, M., Sahraoui, H., Deb, K., Inoue, K.: More: a multi-objective refactoring recommendation approach to introducing design patterns and fixing code smells. J. Softw. Evolut. Process 29(5), e1843 (2017c)CrossRef Ouni, A., Kessentini, M., Ó Cinnéide, M., Sahraoui, H., Deb, K., Inoue, K.: More: a multi-objective refactoring recommendation approach to introducing design patterns and fixing code smells. J. Softw. Evolut. Process 29(5), e1843 (2017c)CrossRef
Zurück zum Zitat Ouni, A., Wang, H., Kessentini, M., Inoue, K., Bouktif, S.: A hybrid approach for improving the design quality of web service interfaces. ACM Trans. Internet Technol. (TOIT) 19(1), 1–24 (2018)CrossRef Ouni, A., Wang, H., Kessentini, M., Inoue, K., Bouktif, S.: A hybrid approach for improving the design quality of web service interfaces. ACM Trans. Internet Technol. (TOIT) 19(1), 1–24 (2018)CrossRef
Zurück zum Zitat Paixao, M., Harman, M., Zhang, Y.: Multi-objective Module Clustering for Kate, pp. 282–288. Springer International Publishing, Cham (2015) Paixao, M., Harman, M., Zhang, Y.: Multi-objective Module Clustering for Kate, pp. 282–288. Springer International Publishing, Cham (2015)
Zurück zum Zitat Paixao, M., Harman, M., Zhang, Y., Yu, Y.: An empirical study of cohesion and coupling: balancing optimization and disruption. IEEE Trans. Evolut. Comput. 22(3), 394–414 (2018)CrossRef Paixao, M., Harman, M., Zhang, Y., Yu, Y.: An empirical study of cohesion and coupling: balancing optimization and disruption. IEEE Trans. Evolut. Comput. 22(3), 394–414 (2018)CrossRef
Zurück zum Zitat Palma, F., Moha, N., Tremblay, G., Guéhéneuc, Y.G.: Specification and detection of SOA antipatterns in web services. In: Avgeriou, P., Zdun, U. (eds.) Software Architecture, pp. 58–73. Springer (2014) Palma, F., Moha, N., Tremblay, G., Guéhéneuc, Y.G.: Specification and detection of SOA antipatterns in web services. In: Avgeriou, P., Zdun, U. (eds.) Software Architecture, pp. 58–73. Springer (2014)
Zurück zum Zitat Perepletchikov, M., Ryan, C., Frampton, K.: Cohesion metrics for predicting maintainability of service-oriented software. In: 7th International Conference on Quality Software, pp. 328–335 (2007a) Perepletchikov, M., Ryan, C., Frampton, K.: Cohesion metrics for predicting maintainability of service-oriented software. In: 7th International Conference on Quality Software, pp. 328–335 (2007a)
Zurück zum Zitat Perepletchikov, M., Ryan, C., Frampton, K., Tari, Z.: Coupling metrics for predicting maintainability in service-oriented designs. In: 18th Australian Software Engineering Conference, pp. 329–340 (2007b) Perepletchikov, M., Ryan, C., Frampton, K., Tari, Z.: Coupling metrics for predicting maintainability in service-oriented designs. In: 18th Australian Software Engineering Conference, pp. 329–340 (2007b)
Zurück zum Zitat Perepletchikov, M., Ryan, C., Frampton, K., Schmidt, H.: Formalising service-oriented design. J. Softw. 3(2), 1–14 (2008)CrossRef Perepletchikov, M., Ryan, C., Frampton, K., Schmidt, H.: Formalising service-oriented design. J. Softw. 3(2), 1–14 (2008)CrossRef
Zurück zum Zitat Perepletchikov, M., Ryan, C., Tari, Z.: The impact of service cohesion on the analyzability of service-oriented software. IEEE Trans. Serv. Comput. 3(2), 89–103 (2010)CrossRef Perepletchikov, M., Ryan, C., Tari, Z.: The impact of service cohesion on the analyzability of service-oriented software. IEEE Trans. Serv. Comput. 3(2), 89–103 (2010)CrossRef
Zurück zum Zitat Poshyvanyk, D., Marcus, A.: The conceptual coupling metrics for object-oriented systems. In: IEEE International Conference on Software Maintenance (ICSME), pp. 469–478 (2006) Poshyvanyk, D., Marcus, A.: The conceptual coupling metrics for object-oriented systems. In: IEEE International Conference on Software Maintenance (ICSME), pp. 469–478 (2006)
Zurück zum Zitat Praditwong, K., Harman, M., Yao, X.: Software module clustering as a multi-objective search problem. IEEE Trans. Softw. Eng. 37(2), 264–282 (2011)CrossRef Praditwong, K., Harman, M., Yao, X.: Software module clustering as a multi-objective search problem. IEEE Trans. Softw. Eng. 37(2), 264–282 (2011)CrossRef
Zurück zum Zitat Rodriguez, J.M., Crasso, M., Zunino, A., Campo, M.: Automatically detecting opportunities for web service descriptions improvement. In: Software Services for e-World, pp. 139–150. Springer (2010) Rodriguez, J.M., Crasso, M., Zunino, A., Campo, M.: Automatically detecting opportunities for web service descriptions improvement. In: Software Services for e-World, pp. 139–150. Springer (2010)
Zurück zum Zitat Rodriguez, J.M., Crasso, M., Mateos, C., Zunino, A.: Best practices for describing, consuming, and discovering web services: a comprehensive toolset. Softw. Pract. Exp. 43(6), 613–639 (2013)CrossRef Rodriguez, J.M., Crasso, M., Mateos, C., Zunino, A.: Best practices for describing, consuming, and discovering web services: a comprehensive toolset. Softw. Pract. Exp. 43(6), 613–639 (2013)CrossRef
Zurück zum Zitat Romano, D., Pinzger, M.: Analyzing the evolution of web services using fine-grained changes. In: IEEE International Conference on Web Services (ICWS), pp. 392–399 (2012) Romano, D., Pinzger, M.: Analyzing the evolution of web services using fine-grained changes. In: IEEE International Conference on Web Services (ICWS), pp. 392–399 (2012)
Zurück zum Zitat Romano, D., Pinzger, M.: A genetic algorithm to find the adequate granularity for service interfaces. In: 2014 IEEE World Congress on Services (SERVICES), pp. 478–485. IEEE (2014) Romano, D., Pinzger, M.: A genetic algorithm to find the adequate granularity for service interfaces. In: 2014 IEEE World Congress on Services (SERVICES), pp. 478–485. IEEE (2014)
Zurück zum Zitat Romano, D., Raemaekers, S., Pinzger, M.: Refactoring fat interfaces using a genetic algorithm. In: 2014 IEEE International Conference on Software Maintenance and Evolution (ICSME), pp. 351–360. IEEE (2014) Romano, D., Raemaekers, S., Pinzger, M.: Refactoring fat interfaces using a genetic algorithm. In: 2014 IEEE International Conference on Software Maintenance and Evolution (ICSME), pp. 351–360. IEEE (2014)
Zurück zum Zitat Rotem-Gal-Oz, A.: SOA Patterns. Manning Publications, Shelter Island (2012) Rotem-Gal-Oz, A.: SOA Patterns. Manning Publications, Shelter Island (2012)
Zurück zum Zitat Seng, O., Bauer, M., Biehl, M., Pache, G.: Search-based improvement of subsystem decompositions. In: Proceedings of the 7th Annual Conference on Genetic and Evolutionary Computation, pp. 1045–1051. ACM (2005) Seng, O., Bauer, M., Biehl, M., Pache, G.: Search-based improvement of subsystem decompositions. In: Proceedings of the 7th Annual Conference on Genetic and Evolutionary Computation, pp. 1045–1051. ACM (2005)
Zurück zum Zitat Stewart, K.J., Darcy, D.P., Daniel, S.L.: Opportunities and challenges applying functional data analysis to the study of open source software evolution. Stat. Sci. 21, 167–178 (2006)MathSciNetCrossRefMATH Stewart, K.J., Darcy, D.P., Daniel, S.L.: Opportunities and challenges applying functional data analysis to the study of open source software evolution. Stat. Sci. 21, 167–178 (2006)MathSciNetCrossRefMATH
Zurück zum Zitat Torkamani, M.A., Bagheri, H.: A systematic method for identification of anti-patterns in service oriented system development. Int. J. Electr. Comput. Eng. 4(1), 16–23 (2014) Torkamani, M.A., Bagheri, H.: A systematic method for identification of anti-patterns in service oriented system development. Int. J. Electr. Comput. Eng. 4(1), 16–23 (2014)
Zurück zum Zitat Wen, Z., Tzerpos, V.: An effectiveness measure for software clustering algorithms. In: International Workshop on Program Comprehension, pp. 194–203 (2004) Wen, Z., Tzerpos, V.: An effectiveness measure for software clustering algorithms. In: International Workshop on Program Comprehension, pp. 194–203 (2004)
Zurück zum Zitat Zhang, X., Tian, Y., Jin, Y.: A knee point-driven evolutionary algorithm for many-objective optimization. IEEE Trans. Evolut. Comput. 19(6), 761–776 (2015)CrossRef Zhang, X., Tian, Y., Jin, Y.: A knee point-driven evolutionary algorithm for many-objective optimization. IEEE Trans. Evolut. Comput. 19(6), 761–776 (2015)CrossRef
Metadaten
Titel
Improving web service interfaces modularity using multi-objective optimization
verfasst von
Sabrine Boukharata
Ali Ouni
Marouane Kessentini
Salah Bouktif
Hanzhang Wang
Publikationsdatum
15.05.2019
Verlag
Springer US
Erschienen in
Automated Software Engineering / Ausgabe 2/2019
Print ISSN: 0928-8910
Elektronische ISSN: 1573-7535
DOI
https://doi.org/10.1007/s10515-019-00256-4

Weitere Artikel der Ausgabe 2/2019

Automated Software Engineering 2/2019 Zur Ausgabe