Skip to main content
Erschienen in: Empirical Software Engineering 1/2024

01.02.2024

A metrics-based approach for selecting among various refactoring candidates

verfasst von: Nikolaos Nikolaidis, Nikolaos Mittas, Apostolos Ampatzoglou, Daniel Feitosa, Alexander Chatzigeorgiou

Erschienen in: Empirical Software Engineering | Ausgabe 1/2024

Einloggen

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

search-config
loading …

Abstract

Refactoring is the most prominent way of repaying Technical Debt and improving software maintainability. Despite the acknowledgement of refactorings as a state-of-practice technique (both by industry and academia), refactoring-based quality optimizations are debatable due to three important concerns: (a) the impact of a refactoring on quality is not always positive; (b) the list of available refactoring candidates is usually vast, restricting developers from applying all suggestions; and (c) there is no empirical evidence on which parameters are related to positive refactoring impact on quality. To alleviate these concerns, we reuse a benchmark (constructed in a previous study) of real-world refactorings having either a positive or negative impact on quality; and we explore the parameters (structural characteristics of classes) affecting the impact of the refactoring. Based on the findings, we propose a metrics-based approach for guiding practitioners on how to prioritize refactoring candidates. The results of the study suggest that classes with high coupling and large size should be given priority, since they tend to have a positive impact on technical debt.

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

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!

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat AlOmar EA, Mkaouer MW, Ouni A, Kessentini M (2019) On the Impact of Refactoring on the Relationship between Quality Attributes and Design Metrics, 2019 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), Porto de Galinhas, Brazil, pp. 1-11 AlOmar EA, Mkaouer MW, Ouni A, Kessentini M (2019) On the Impact of Refactoring on the Relationship between Quality Attributes and Design Metrics, 2019 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), Porto de Galinhas, Brazil, pp. 1-11
Zurück zum Zitat Alshayeb M (2009) Empirical investigation of refactoring effect on software quality. Inf Softw Technol 51(9):1319–1326CrossRef Alshayeb M (2009) Empirical investigation of refactoring effect on software quality. Inf Softw Technol 51(9):1319–1326CrossRef
Zurück zum Zitat Alves NSR, Mendes TS, de Mendonça MG, Spínola RO, Shull F, Seaman C (2016) Identification and management of technical debt: A systematic mapping study. Inf Softw Technol 70:100–121 (Elsevier)CrossRef Alves NSR, Mendes TS, de Mendonça MG, Spínola RO, Shull F, Seaman C (2016) Identification and management of technical debt: A systematic mapping study. Inf Softw Technol 70:100–121 (Elsevier)CrossRef
Zurück zum Zitat Alves NSR, Mendes TS, Mendonca MGd, Spınola RO, Shull F, Seaman C (2016) Identification and management of technical debt: A systematic mapping study. Inf Softw Technol 70:100–121CrossRef Alves NSR, Mendes TS, Mendonca MGd, Spınola RO, Shull F, Seaman C (2016) Identification and management of technical debt: A systematic mapping study. Inf Softw Technol 70:100–121CrossRef
Zurück zum Zitat Ampatzoglou A, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2015a) The financial aspect of managing technical debt: A systematic literature review. Inf Softw Technol. 64:52–73CrossRef Ampatzoglou A, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2015a) The financial aspect of managing technical debt: A systematic literature review. Inf Softw Technol. 64:52–73CrossRef
Zurück zum Zitat Ampatzoglou A, Ampatzoglou A, Avgeriou P, Chatzigeorgiou A (2015b) “Establishing a framework for managing interest in technical debt” in 5th International Symposium on Business Modeling and Software Design (BMSD), Italy Ampatzoglou A, Ampatzoglou A, Avgeriou P, Chatzigeorgiou A (2015b) “Establishing a framework for managing interest in technical debt” in 5th International Symposium on Business Modeling and Software Design (BMSD), Italy
Zurück zum Zitat Ampatzoglou AA, Ampatzoglou A, Avgeriou P, Chatzigeorgiou A (2016) A Financial Approach for Managing Interest in Technical Debt, 2015 International Symposium on Business Modeling and Software Design (BMSD). Springer Ampatzoglou AA, Ampatzoglou A, Avgeriou P, Chatzigeorgiou A (2016) A Financial Approach for Managing Interest in Technical Debt, 2015 International Symposium on Business Modeling and Software Design (BMSD). Springer
Zurück zum Zitat Ampatzoglou, Michailidis A, Sarikyriakidis C, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2018) A framework for managing interest in technical debt: an industrial validation, in Proceedings of the 2018 International Conference on Technical Debt, pp. 115–124 Ampatzoglou, Michailidis A, Sarikyriakidis C, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2018) A framework for managing interest in technical debt: an industrial validation, in Proceedings of the 2018 International Conference on Technical Debt, pp. 115–124
Zurück zum Zitat Ampatzoglou A, Tsintzira AA, Arvanitou EM, Chatzigeorgiou A, Stamelos I, Moga A, Heb R, Matei O, Tsiridis N, Kehagias D (2019) Applying the Single Responsibility Principle in Industry: Modularity Benefits and Trade-offs, 23rd International Conference on the Evaluation and Assessment in Software Engineering (EASE' 19), ACM, Copenhagen, Denmark, 14–17 Ampatzoglou A, Tsintzira AA, Arvanitou EM, Chatzigeorgiou A, Stamelos I, Moga A, Heb R, Matei O, Tsiridis N, Kehagias D (2019) Applying the Single Responsibility Principle in Industry: Modularity Benefits and Trade-offs, 23rd International Conference on the Evaluation and Assessment in Software Engineering (EASE' 19), ACM, Copenhagen, Denmark, 14–17
Zurück zum Zitat Arvanitou EM, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2016) Software Metrics Fluctuation: A Prop-erty for Assisting the Metric Selection Process. Inf Softw Technol 72(4):110–124 (Elsevier)CrossRef Arvanitou EM, Ampatzoglou A, Chatzigeorgiou A, Avgeriou P (2016) Software Metrics Fluctuation: A Prop-erty for Assisting the Metric Selection Process. Inf Softw Technol 72(4):110–124 (Elsevier)CrossRef
Zurück zum Zitat Arvanitou EM, Argyriadou P, Koutsou G, Ampatzoglou A, Chatzigeorgiou A. "Quantifying TD Interest: Are we Getting Closer, or Not Even That?", 48th Euromicro Conference on Software Engineering and Advanced Applications (SEAA' 22), IEEE Computer Society, August 2020, Gran Canaria, Spain Arvanitou EM, Argyriadou P, Koutsou G, Ampatzoglou A, Chatzigeorgiou A. "Quantifying TD Interest: Are we Getting Closer, or Not Even That?", 48th Euromicro Conference on Software Engineering and Advanced Applications (SEAA' 22), IEEE Computer Society, August 2020, Gran Canaria, Spain
Zurück zum Zitat Avgeriou P, Taibi D, Ampatzoglou A, Arcelli Fontana F, Besker T, Chatzigeorgiou A, Lenarduzzi V, Martini A, Moschou N, Pigazzini I, Saarimäki N, Sas D, Soares de Toledo S, Tsintzira A (2021) An overview and comparison of technical debt measurement tools. Journals and Magazines: IEEE Software 38(3):61–71. https://doi.org/10.1109/MS.2020.3024958CrossRef Avgeriou P, Taibi D, Ampatzoglou A, Arcelli Fontana F, Besker T, Chatzigeorgiou A, Lenarduzzi V, Martini A, Moschou N, Pigazzini I, Saarimäki N, Sas D, Soares de Toledo S, Tsintzira A (2021) An overview and comparison of technical debt measurement tools. Journals and Magazines: IEEE Software 38(3):61–71. https://​doi.​org/​10.​1109/​MS.​2020.​3024958CrossRef
Zurück zum Zitat Calefato F, Lanubile F, Novielli N (2017) A Preliminary Analysis on the Effects of Propensity to Trust in Distributed Software Development, 2017 IEEE 12th International Conference on Global Software Engineering (ICGSE), Buenos Aires, Argentina, pp. 56–60 Calefato F, Lanubile F, Novielli N (2017) A Preliminary Analysis on the Effects of Propensity to Trust in Distributed Software Development, 2017 IEEE 12th International Conference on Global Software Engineering (ICGSE), Buenos Aires, Argentina, pp. 56–60
Zurück zum Zitat Chaparro O, Bavota G, Marcus A, Penta MD (2014) On the Impact of Refactoring Operations on Code Quality Metrics, 2014 IEEE International Conference on Software Maintenance and Evolution, Victoria, BC, Canada, pp. 456–460 Chaparro O, Bavota G, Marcus A, Penta MD (2014) On the Impact of Refactoring Operations on Code Quality Metrics, 2014 IEEE International Conference on Software Maintenance and Evolution, Victoria, BC, Canada, pp. 456–460
Zurück zum Zitat Charalampidou S, Ampatzoglou A, Chatzigeorgiou A, Gkortzis A, Avgeriou P (2016) Identifying extract method refactoring opportunities based on functional relevance. IEEE Trans Software Eng 43(10):954–974CrossRef Charalampidou S, Ampatzoglou A, Chatzigeorgiou A, Gkortzis A, Avgeriou P (2016) Identifying extract method refactoring opportunities based on functional relevance. IEEE Trans Software Eng 43(10):954–974CrossRef
Zurück zum Zitat Chatzigeorgiou, Ampatzoglou A, Ampatzoglou A, Amanatidis T (2015) Estimating the breaking point for technical debt, 2015 IEEE 7th International Workshop on Managing Technical Debt (MTD), Bremen, Germany, pp. 53-56 Chatzigeorgiou, Ampatzoglou A, Ampatzoglou A, Amanatidis T (2015) Estimating the breaking point for technical debt, 2015 IEEE 7th International Workshop on Managing Technical Debt (MTD), Bremen, Germany, pp. 53-56
Zurück zum Zitat Digkas G, Chatzigeorgiou A, Ampatzoglou A, Avgeriou P (2022) Can Clean New Code Reduce Technical Debt Density? IEEE Computer Society, Transactions on Software EngineeringCrossRef Digkas G, Chatzigeorgiou A, Ampatzoglou A, Avgeriou P (2022) Can Clean New Code Reduce Technical Debt Density? IEEE Computer Society, Transactions on Software EngineeringCrossRef
Zurück zum Zitat Du Bois B and Mens T (2003) Describing the impact of refactoring on internal program quality, in International Workshop on Evolution of Large-scale Industrial Software Applications, pp. 37–48 Du Bois B and Mens T (2003) Describing the impact of refactoring on internal program quality, in International Workshop on Evolution of Large-scale Industrial Software Applications, pp. 37–48
Zurück zum Zitat Eisenberg RJ (2012) A threshold-based approach to technical debt. SIGSOFT Softw Eng Notes 37:1–6CrossRef Eisenberg RJ (2012) A threshold-based approach to technical debt. SIGSOFT Softw Eng Notes 37:1–6CrossRef
Zurück zum Zitat Falessi D, Rusfso B, Mullen K (2017) What if i had no smells? in 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM). IEEE, pp. 78–84 Falessi D, Rusfso B, Mullen K (2017) What if i had no smells? in 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM). IEEE, pp. 78–84
Zurück zum Zitat Falessi D, Russo B, Mullen K (2017) What if I Had No Smells? 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), Toronto, ON, Canada, 2017, pp. 78-84 Falessi D, Russo B, Mullen K (2017) What if I Had No Smells? 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), Toronto, ON, Canada, 2017, pp. 78-84
Zurück zum Zitat Fowler M, Beck K (1999) “Refactoring: improving the design of existing code”, ser. Addison-Wesley, In Addison Wesley object technology series Fowler M, Beck K (1999) “Refactoring: improving the design of existing code”, ser. Addison-Wesley, In Addison Wesley object technology series
Zurück zum Zitat Fowler M, Beck K, Brant J, Opdyke W, Roberts D (1999) Refactoring: Improving the Design of Existing Code, Addison-Wesley Professional, 1st Edition Fowler M, Beck K, Brant J, Opdyke W, Roberts D (1999) Refactoring: Improving the Design of Existing Code, Addison-Wesley Professional, 1st Edition
Zurück zum Zitat Ge X, DuBose QL, Murphy-Hill E (2012) Reconciling manual and automatic refactoring," 2012 34th International Conference on Software Engineering (ICSE), Zurich, Switzerland, pp. 211–221 Ge X, DuBose QL, Murphy-Hill E (2012) Reconciling manual and automatic refactoring," 2012 34th International Conference on Software Engineering (ICSE), Zurich, Switzerland, pp. 211–221
Zurück zum Zitat Gousios G, Zaidman A, Storey M-A and Deursen AV (2015) Work Practices and Challenges in Pull-Based Development: The Integrator's Perspective, 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, Florence, Italy, pp. 358–368 Gousios G, Zaidman A, Storey M-A and Deursen AV (2015) Work Practices and Challenges in Pull-Based Development: The Integrator's Perspective, 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, Florence, Italy, pp. 358–368
Zurück zum Zitat Hastings T and Walcott KR (2022) Continuous Verification of Open-Source Components in a World of Weak Links, 2022 IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW), Charlotte, NC, USA, pp. 201-207 Hastings T and Walcott KR (2022) Continuous Verification of Open-Source Components in a World of Weak Links, 2022 IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW), Charlotte, NC, USA, pp. 201-207
Zurück zum Zitat Higo Y, Matsumoto Y, Kusumoto S, Inoue K (2008) Refactoring Effect Estimation Based on Complexity Metrics, 19th Australian Conference on Software Engineering (aswec 2008), Perth, WA, Australia, pp. 219–228 Higo Y, Matsumoto Y, Kusumoto S, Inoue K (2008) Refactoring Effect Estimation Based on Complexity Metrics, 19th Australian Conference on Software Engineering (aswec 2008), Perth, WA, Australia, pp. 219–228
Zurück zum Zitat Ichtsis A, Mittas N, Ampatzoglou A, Chatzigeorgiou A (2022) Merging Smell Detec-tors: Evidence on the Agreement of Multiple Tools, 2022 IEEE/ACM International Conference on Technical Debt (TechDebt), Pittsburgh, PA, USA, pp. 61–65 Ichtsis A, Mittas N, Ampatzoglou A, Chatzigeorgiou A (2022) Merging Smell Detec-tors: Evidence on the Agreement of Multiple Tools, 2022 IEEE/ACM International Conference on Technical Debt (TechDebt), Pittsburgh, PA, USA, pp. 61–65
Zurück zum Zitat Ivers J, Nord RL, Ozkaya I, Seifried C, Timperley CS, Kessentini M (2022) Industry experiences with large-scale refactoring, 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, USA, Nov. pp. 1544–1554 Ivers J, Nord RL, Ozkaya I, Seifried C, Timperley CS, Kessentini M (2022) Industry experiences with large-scale refactoring, 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, USA, Nov. pp. 1544–1554
Zurück zum Zitat Karmakar S, Codabux Z, Vidoni M (2022) An Experience Report on Technical Debt in Pull Requests: Challenges and Lessons Learned, 16th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 295–300 Karmakar S, Codabux Z, Vidoni M (2022) An Experience Report on Technical Debt in Pull Requests: Challenges and Lessons Learned, 16th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 295–300
Zurück zum Zitat Kataoka Y, Imai T, Andou H, Fukaya T (2002) A quantitative evaluation of maintainability enhancement by refactoring, International Conference on Software Maintenance, pp. 576–585 Kataoka Y, Imai T, Andou H, Fukaya T (2002) A quantitative evaluation of maintainability enhancement by refactoring, International Conference on Software Maintenance, pp. 576–585
Zurück zum Zitat Kataoka Y, Imai T, Andou H, Fukaya T (2002) A quantitative evaluation of maintainability enhancement by refactoring, International Conference on Software Maintenance, 2002. Proceedings., Montreal, QC, Canada, pp. 576–585 Kataoka Y, Imai T, Andou H, Fukaya T (2002) A quantitative evaluation of maintainability enhancement by refactoring, International Conference on Software Maintenance, 2002. Proceedings., Montreal, QC, Canada, pp. 576–585
Zurück zum Zitat Kitchenham B, Pfleeger SL (1996) Software quality: the elusive target [special issues section]. IEEE Softw 13(1):12–21CrossRef Kitchenham B, Pfleeger SL (1996) Software quality: the elusive target [special issues section]. IEEE Softw 13(1):12–21CrossRef
Zurück zum Zitat Kurbatova Z, Veselov I, Golubev Y, Bryksin T (2020) June. Recommendation of move method refactoring using path-based representation of code. In Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops (pp. 315–322) Kurbatova Z, Veselov I, Golubev Y, Bryksin T (2020) June. Recommendation of move method refactoring using path-based representation of code. In Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops (pp. 315–322)
Zurück zum Zitat Lefever J, Cai Y, Cervantes H, Kazman R, Fang H (2021) On the lack of consensus among technical debt detection tools. International Conference on Software Engineering (SEIP); 121–130 Lefever J, Cai Y, Cervantes H, Kazman R, Fang H (2021) On the lack of consensus among technical debt detection tools. International Conference on Software Engineering (SEIP); 121–130
Zurück zum Zitat Lenarduzzi V, Nikkola V, Saarimäki N, Taibi D (2021) Does code quality affect pull request acceptance? An empirical study. J Syst Softw 171:110806CrossRef Lenarduzzi V, Nikkola V, Saarimäki N, Taibi D (2021) Does code quality affect pull request acceptance? An empirical study. J Syst Softw 171:110806CrossRef
Zurück zum Zitat Letouzey J-L (2012) The sqale method for evaluating technical debt, in 2012 Third International Workshop on Managing Technical Debt (MTD). IEEE, pp. 31–36 Letouzey J-L (2012) The sqale method for evaluating technical debt, in 2012 Third International Workshop on Managing Technical Debt (MTD). IEEE, pp. 31–36
Zurück zum Zitat Li Z, Avgeriou P, Liang P (2015) A systematic mapping study on technical debt and its management. J Syst Softw 101:193–220CrossRef Li Z, Avgeriou P, Liang P (2015) A systematic mapping study on technical debt and its management. J Syst Softw 101:193–220CrossRef
Zurück zum Zitat Martini A, Besker T, Bosch J (2018) Technical debt tracking: Current state of practice: A survey and multiple case study in 15 large organizations. Sci Comput Program 163:42–61CrossRef Martini A, Besker T, Bosch J (2018) Technical debt tracking: Current state of practice: A survey and multiple case study in 15 large organizations. Sci Comput Program 163:42–61CrossRef
Zurück zum Zitat Mavridis A, Ampatzoglou A, Stamelos I, Sfetsos P, Deligiannis I (2012) Selecting refactorings: an option based approach. In 2012 Eighth International Conference on the Quality of Information and Communications Technology (pp. 272–277). IEEE. Mavridis A, Ampatzoglou A, Stamelos I, Sfetsos P, Deligiannis I (2012) Selecting refactorings: an option based approach. In 2012 Eighth International Conference on the Quality of Information and Communications Technology (pp. 272–277). IEEE.
Zurück zum Zitat Meananeatra P, Rongviriyapanish S, Apiwattanapong T (2011) Using software metrics to select refactoring for long method bad smell. 8th Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand-Conference 2011 (pp. 492–495). IEEE Meananeatra P, Rongviriyapanish S, Apiwattanapong T (2011) Using software metrics to select refactoring for long method bad smell. 8th Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI) Association of Thailand-Conference 2011 (pp. 492–495). IEEE
Zurück zum Zitat Moreira Soares D, de Lima Júnior ML, Murta L, Plastino A (2021) What factors influence the lifetime of pull requests. Softw Pract Exp 51(6):1173–1193CrossRef Moreira Soares D, de Lima Júnior ML, Murta L, Plastino A (2021) What factors influence the lifetime of pull requests. Softw Pract Exp 51(6):1173–1193CrossRef
Zurück zum Zitat Moser R, Abrahamsson P, Pedrycz W, Sillitti A, Succi G (2008) A Case Study on the Impact of Refactoring on Quality and Productivity in an Agile Team, in Balancing Agility and Formalism in Software Engineering, Meyer B, Nawrocki JR, Walter B, Eds., in Lecture Notes in Computer Science. Berlin, Heidelberg: Springer, pp. 252–266 Moser R, Abrahamsson P, Pedrycz W, Sillitti A, Succi G (2008) A Case Study on the Impact of Refactoring on Quality and Productivity in an Agile Team, in Balancing Agility and Formalism in Software Engineering, Meyer B, Nawrocki JR, Walter B, Eds., in Lecture Notes in Computer Science. Berlin, Heidelberg: Springer, pp. 252–266
Zurück zum Zitat Murphy-Hill E, Parnin C, Black AP (2011) How we refactor, and how we know it. IEEE Trans Software Eng 38(1):5–18CrossRef Murphy-Hill E, Parnin C, Black AP (2011) How we refactor, and how we know it. IEEE Trans Software Eng 38(1):5–18CrossRef
Zurück zum Zitat Murphy-Hill E, Black AP (2008) Breaking the barriers to successful refactoring: observations and tools for extract method. In Proceedings of the 30th international conference on Software engineering (pp. 421–430) Murphy-Hill E, Black AP (2008) Breaking the barriers to successful refactoring: observations and tools for extract method. In Proceedings of the 30th international conference on Software engineering (pp. 421–430)
Zurück zum Zitat Nikolaidis N, Zisis D, Ampatzoglou A, Mittas N, Chatzigeorgiou A (2022) Using Machine Learning to Guide the Application of Software Refactorings: A Preliminary Exploration, 6th International Workshop on Machine Learning Techniques for Software Quality Evolution (Maltesque '22), ACM Nikolaidis N, Zisis D, Ampatzoglou A, Mittas N, Chatzigeorgiou A (2022) Using Machine Learning to Guide the Application of Software Refactorings: A Preliminary Exploration, 6th International Workshop on Machine Learning Techniques for Software Quality Evolution (Maltesque '22), ACM
Zurück zum Zitat Nikolaidis N, Ampatzoglou A, Chatzigeorgiou A, Mittas N, Konstantinidis E, Bamidis P (2023) Exploring the Effect of Various Maintenance Activities on the Accumulation of TD Principal, 6th International Conference on Technical Debt (TechDEBT' 23), Melbourne, Australia Nikolaidis N, Ampatzoglou A, Chatzigeorgiou A, Mittas N, Konstantinidis E, Bamidis P (2023) Exploring the Effect of Various Maintenance Activities on the Accumulation of TD Principal, 6th International Conference on Technical Debt (TechDEBT' 23), Melbourne, Australia
Zurück zum Zitat Nikolaidis N, Mittas N, Ampatzoglou A, Arvanitou EM, Chatzigeorgiou A (2023) Assessing TD Macro-Management: A Nested Modelling Statistical Approach. Trans Softw Eng Nikolaidis N, Mittas N, Ampatzoglou A, Arvanitou EM, Chatzigeorgiou A (2023) Assessing TD Macro-Management: A Nested Modelling Statistical Approach. Trans Softw Eng
Zurück zum Zitat Riaz M, Mendes E, Tempero E (2009b) “A systematic review of software maintainability prediction and metrics”, 3rd International Symposium on Empirical Software Engineering and Measurement. IEEE, Florida, USA, pp 367–377 Riaz M, Mendes E, Tempero E (2009b) “A systematic review of software maintainability prediction and metrics”, 3rd International Symposium on Empirical Software Engineering and Measurement. IEEE, Florida, USA, pp 367–377
Zurück zum Zitat Riaz M, Mendes E, Tempero E (2009) A systematic review of software maintainability prediction and metrics, 2009 3rd International Symposium on Empirical Software Engineering and Measurement, Lake Buena Vista, FL, USA, pp. 367-377 Riaz M, Mendes E, Tempero E (2009) A systematic review of software maintainability prediction and metrics, 2009 3rd International Symposium on Empirical Software Engineering and Measurement, Lake Buena Vista, FL, USA, pp. 367-377
Zurück zum Zitat Schnappinger M, Osman MH, Pretschner A, Fietzke A (2019) Learning a classifier for prediction of maintainability based on static analysis tools Proceedings of the 27th International Conference on Program Comprehension, IEEE Press, pp. 243–248 Schnappinger M, Osman MH, Pretschner A, Fietzke A (2019) Learning a classifier for prediction of maintainability based on static analysis tools Proceedings of the 27th International Conference on Program Comprehension, IEEE Press, pp. 243–248
Zurück zum Zitat Sharma T, Mishra P, Tiwari R (2016) “Designite: a software design quality assessment tool”, 1st International Workshop on Bringing Architectural Design Thinking into Developers’ Daily Activities. NY, USA, May, New York, pp 1–4 Sharma T, Mishra P, Tiwari R (2016) “Designite: a software design quality assessment tool”, 1st International Workshop on Bringing Architectural Design Thinking into Developers’ Daily Activities. NY, USA, May, New York, pp 1–4
Zurück zum Zitat Silva D and Valente MT (2017) Refdiff: detecting refactorings in version histories. 14th International Conference on Mining Software Repositories, pages 269–279. IEEE Press Silva D and Valente MT (2017) Refdiff: detecting refactorings in version histories. 14th International Conference on Mining Software Repositories, pages 269–279. IEEE Press
Zurück zum Zitat Silva MCO, Valente MT, Terra R (2016) Does technical debt lead to the rejection of pull requests?, ArXiv Prepr. ArXiv160401450 Silva MCO, Valente MT, Terra R (2016) Does technical debt lead to the rejection of pull requests?, ArXiv Prepr. ArXiv160401450
Zurück zum Zitat Smiari P, Bibi S, Ampatzoglou A, Arvanitou E-M (2022) Refactoring embedded software: A study in healthcare domain. Inf Softw Technol 143:106760CrossRef Smiari P, Bibi S, Ampatzoglou A, Arvanitou E-M (2022) Refactoring embedded software: A study in healthcare domain. Inf Softw Technol 143:106760CrossRef
Zurück zum Zitat Soetens QD, Demeyer S (2010) Studying the Effect of Refactorings: A Complexity Metrics Perspective, 2010 Seventh International Conference on the Quality of Information and Communications Technology, Porto, Portugal, pp. 313–318 Soetens QD, Demeyer S (2010) Studying the Effect of Refactorings: A Complexity Metrics Perspective, 2010 Seventh International Conference on the Quality of Information and Communications Technology, Porto, Portugal, pp. 313–318
Zurück zum Zitat Stroggylos K, Spinellis D (2007) “Refactoring–does it improve software quality?” in Fifth International Workshop on Software Quality (WoSQ’07: ICSE Workshops. IEEE 2007:10–10 Stroggylos K, Spinellis D (2007) “Refactoring–does it improve software quality?” in Fifth International Workshop on Software Quality (WoSQ’07: ICSE Workshops. IEEE 2007:10–10
Zurück zum Zitat Stroulia E and Kapoor R (2001) Metrics of refactoring-based development: An experience report. In OOIS 2001, pages 113–122. Springer Stroulia E and Kapoor R (2001) Metrics of refactoring-based development: An experience report. In OOIS 2001, pages 113–122. Springer
Zurück zum Zitat Tsantalis N, Chaikalis T, Chatzigeorgiou A (2008) JDeodorant: Identification and Removal of Type-Checking Bad Smells, 2008 12th European Conference on Software Maintenance and Reengineering, Athens, Greece, pp. 329–331 Tsantalis N, Chaikalis T, Chatzigeorgiou A (2008) JDeodorant: Identification and Removal of Type-Checking Bad Smells, 2008 12th European Conference on Software Maintenance and Reengineering, Athens, Greece, pp. 329–331
Zurück zum Zitat Tsintzira A-A, Ampatzoglou A, Matei O, Ampatzoglou A, Chatzigeorgiou A, Heb R (2019) Technical debt quantification through metrics: an industrial validation, in 15th China-Europe International Symposium on software engineering education Tsintzira A-A, Ampatzoglou A, Matei O, Ampatzoglou A, Chatzigeorgiou A, Heb R (2019) Technical debt quantification through metrics: an industrial validation, in 15th China-Europe International Symposium on software engineering education
Zurück zum Zitat Van Koten C, Gray AR (2006) An Application of Bayesian Network for Predicting Object-Oriented Software Maintainability. Inform Software Tech 48(1):59–67CrossRef Van Koten C, Gray AR (2006) An Application of Bayesian Network for Predicting Object-Oriented Software Maintainability. Inform Software Tech 48(1):59–67CrossRef
Zurück zum Zitat Wilking D, Kahn UF, Kowalewski S (2007) An empirical evaluation of refactoring. e-Informatica 1(1):27–42 Wilking D, Kahn UF, Kowalewski S (2007) An empirical evaluation of refactoring. e-Informatica 1(1):27–42
Zurück zum Zitat Yli-Huumo J, Maglyas A, Smolander K (2016) How do software development teams manage technical debt?–An empirical study. J Syst Softw 120:195–218 (Elsevier)CrossRef Yli-Huumo J, Maglyas A, Smolander K (2016) How do software development teams manage technical debt?–An empirical study. J Syst Softw 120:195–218 (Elsevier)CrossRef
Zurück zum Zitat Zhou Y, Xu B (2008) Predicting the maintainability of open-source software using design metrics. Wuhan Univ J Nat Sci 13(1):14–20CrossRef Zhou Y, Xu B (2008) Predicting the maintainability of open-source software using design metrics. Wuhan Univ J Nat Sci 13(1):14–20CrossRef
Zurück zum Zitat Zou W, Xuan J, Xie X, Chen Z, Xu B (2019) How does code style inconsistency affect pull request integration? an exploratory study on 117 github projects, Empir Softw Eng. 24(6) Zou W, Xuan J, Xie X, Chen Z, Xu B (2019) How does code style inconsistency affect pull request integration? an exploratory study on 117 github projects, Empir Softw Eng. 24(6)
Metadaten
Titel
A metrics-based approach for selecting among various refactoring candidates
verfasst von
Nikolaos Nikolaidis
Nikolaos Mittas
Apostolos Ampatzoglou
Daniel Feitosa
Alexander Chatzigeorgiou
Publikationsdatum
01.02.2024
Verlag
Springer US
Erschienen in
Empirical Software Engineering / Ausgabe 1/2024
Print ISSN: 1382-3256
Elektronische ISSN: 1573-7616
DOI
https://doi.org/10.1007/s10664-023-10412-w

Weitere Artikel der Ausgabe 1/2024

Empirical Software Engineering 1/2024 Zur Ausgabe

Premium Partner