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Erschienen in: Empirical Software Engineering 4/2019

29.01.2019

Towards prioritizing user-related issue reports of mobile applications

verfasst von: Ehsan Noei, Feng Zhang, Shaohua Wang, Ying Zou

Erschienen in: Empirical Software Engineering | Ausgabe 4/2019

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Abstract

The competitive market of mobile applications (apps) has driven app developers to pay more attention to addressing the issues of mobile apps. Prior studies have shown that addressing the issues that are reported in user-reviews shares a statistically significant relationship with star-ratings. However, despite the prevalence and importance of user-reviews and issue reports prioritization, no prior research has analyzed the relationship between issue reports prioritization and star-ratings. In this paper, we integrate user-reviews into the process of issue reports prioritization. We propose an approach to map issue reports that are recorded in issue tracking systems to user-reviews. Through an empirical study of 326 open-source Android apps, our approach achieves a precision of 79% in matching user-reviews with issue reports. Moreover, we observe that prioritizing the issue reports that are related to user-reviews shares a significant positive relationship with star-ratings. Furthermore, we use the top apps, in terms of star-ratings, to train a model for prioritizing issue reports. It is a good practice to learn from the top apps as there is no well-established approach for prioritizing issue reports. The results show that mobile apps with a similar prioritization approach to our trained model achieve higher star-ratings.

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Literatur
Zurück zum Zitat Alenezi M, Banitaan S (2013) Bug reports prioritization: which features and classifier to use?. In: 12th international conference on machine learning and applications (ICMLA), IEEE, vol 2, pp 112–116 Alenezi M, Banitaan S (2013) Bug reports prioritization: which features and classifier to use?. In: 12th international conference on machine learning and applications (ICMLA), IEEE, vol 2, pp 112–116
Zurück zum Zitat Archer KJ, Kimes RV (2008) Empirical characterization of random forest variable importance measures. Comput Stat Data Anal 52(4):2249–2260MathSciNetCrossRefMATH Archer KJ, Kimes RV (2008) Empirical characterization of random forest variable importance measures. Comput Stat Data Anal 52(4):2249–2260MathSciNetCrossRefMATH
Zurück zum Zitat Basili VR (1992) Software modeling and measurement: the goal/question/metric paradigm. Tech. rep., Institute for advanced computer studies Basili VR (1992) Software modeling and measurement: the goal/question/metric paradigm. Tech. rep., Institute for advanced computer studies
Zurück zum Zitat Bavota G, Linares-Vasquez M, Bernal-Cardenas CE, Penta MD, Oliveto R, Poshyvanyk D (2015) The impact of api change-and fault-proneness on the user ratings of android apps. IEEE Trans Softw Eng 41(4):384–407CrossRef Bavota G, Linares-Vasquez M, Bernal-Cardenas CE, Penta MD, Oliveto R, Poshyvanyk D (2015) The impact of api change-and fault-proneness on the user ratings of android apps. IEEE Trans Softw Eng 41(4):384–407CrossRef
Zurück zum Zitat Bertram D, Voida A, Greenberg S, Walker R (2010) Communication, collaboration, and bugs: the social nature of issue tracking in small, collocated teams. In: 2010 ACM conference on computer supported cooperative work, ACM, pp 29–300 Bertram D, Voida A, Greenberg S, Walker R (2010) Communication, collaboration, and bugs: the social nature of issue tracking in small, collocated teams. In: 2010 ACM conference on computer supported cooperative work, ACM, pp 29–300
Zurück zum Zitat Bhattacharya P, Ulanova L, Neamtiu I, Koduru SC (2013) An empirical analysis of bug reports and bug fixing in open source android apps, IEEE, CSMR Bhattacharya P, Ulanova L, Neamtiu I, Koduru SC (2013) An empirical analysis of bug reports and bug fixing in open source android apps, IEEE, CSMR
Zurück zum Zitat Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022MATH Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022MATH
Zurück zum Zitat Broder AZ, Glassman SC, Manasse MS, Zweig G (1997) Syntactic clustering of the web. Comput Netw ISDN Syst 29(8-13):1157–1166CrossRef Broder AZ, Glassman SC, Manasse MS, Zweig G (1997) Syntactic clustering of the web. Comput Netw ISDN Syst 29(8-13):1157–1166CrossRef
Zurück zum Zitat Bruns A, Kornstadt A, Wichmann D (2009) Web application tests with selenium. IEEE software 26(5):88–91CrossRef Bruns A, Kornstadt A, Wichmann D (2009) Web application tests with selenium. IEEE software 26(5):88–91CrossRef
Zurück zum Zitat Calders T, Verwer S (2010) Three naive bayes approaches for discrimination-free classification. Data Min Knowl Disc 21(2):277–292MathSciNetCrossRef Calders T, Verwer S (2010) Three naive bayes approaches for discrimination-free classification. Data Min Knowl Disc 21(2):277–292MathSciNetCrossRef
Zurück zum Zitat Cavalcanti YC, Neto PAdMS, Lucrédio D, Vale T, de Almeida ES, de Lemos Meira SR (2013) The bug report duplication problem: an exploratory study. Softw Qual J 21(1):39–66CrossRef Cavalcanti YC, Neto PAdMS, Lucrédio D, Vale T, de Almeida ES, de Lemos Meira SR (2013) The bug report duplication problem: an exploratory study. Softw Qual J 21(1):39–66CrossRef
Zurück zum Zitat Chen N, Lin J, Hoi SC, Xiao X, Zhang B (2014) Ar-miner: mining informative reviews for developers from mobile app marketplace. In: 36th international conference on software engineering, ACM, pp 767–778 Chen N, Lin J, Hoi SC, Xiao X, Zhang B (2014) Ar-miner: mining informative reviews for developers from mobile app marketplace. In: 36th international conference on software engineering, ACM, pp 767–778
Zurück zum Zitat Ciurumelea A, Schaufelbhl A, Panichella S, Gall H (2017) Analyzing reviews and code of mobile apps for better release planning. In: 24th international conference on software analysis evolution and reengineering, IEEE Ciurumelea A, Schaufelbhl A, Panichella S, Gall H (2017) Analyzing reviews and code of mobile apps for better release planning. In: 24th international conference on software analysis evolution and reengineering, IEEE
Zurück zum Zitat Cliff N (1993) Dominance statistics: Ordinal analyses to answer ordinal questions. Psychol Bull 114(3):494CrossRef Cliff N (1993) Dominance statistics: Ordinal analyses to answer ordinal questions. Psychol Bull 114(3):494CrossRef
Zurück zum Zitat Cohen J (2013) Statistical power analysis for the behavioral sciences. Academic press, CambridgeCrossRefMATH Cohen J (2013) Statistical power analysis for the behavioral sciences. Academic press, CambridgeCrossRefMATH
Zurück zum Zitat De Marneffe MC, MacCartney B, Manning CD, et al (2006) Generating typed dependency parses from phrase structure parses. In: 5th international conference on language resources and evaluation, vol 6, pp 449–454 De Marneffe MC, MacCartney B, Manning CD, et al (2006) Generating typed dependency parses from phrase structure parses. In: 5th international conference on language resources and evaluation, vol 6, pp 449–454
Zurück zum Zitat Di Sorbo A, Panichella S, Alexandru CV, Shimagaki J, Visaggio CA, Canfora G, Gall HC (2016) What would users change in my app? Summarizing app reviews for recommending software changes. In: 24th ACM SIGSOFT international symposium on foundations of software engineering, ACM, pp 499–510 Di Sorbo A, Panichella S, Alexandru CV, Shimagaki J, Visaggio CA, Canfora G, Gall HC (2016) What would users change in my app? Summarizing app reviews for recommending software changes. In: 24th ACM SIGSOFT international symposium on foundations of software engineering, ACM, pp 499–510
Zurück zum Zitat Ester M, Kriegel H P, Sander J, Xu X, et al (1996) A density-based algorithm for discovering clusters in large spatial databases with noise. In: 2nd international conference on knowledge discovery and data mining, vol 96, pp 226–231 Ester M, Kriegel H P, Sander J, Xu X, et al (1996) A density-based algorithm for discovering clusters in large spatial databases with noise. In: 2nd international conference on knowledge discovery and data mining, vol 96, pp 226–231
Zurück zum Zitat Faraway JJ (2005) Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models. CRC Press, Boca RatonMATH Faraway JJ (2005) Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models. CRC Press, Boca RatonMATH
Zurück zum Zitat Galvis Carreño LV, Winbladh K (2013) Analysis of user comments: an approach for software requirements evolution. In: 35th international conference on software engineering, IEEE, pp 582–591 Galvis Carreño LV, Winbladh K (2013) Analysis of user comments: an approach for software requirements evolution. In: 35th international conference on software engineering, IEEE, pp 582–591
Zurück zum Zitat Gousios G (2013) The ghtorrent dataset and tool suite. In: 10th working conference on mining software repositories. IEEE Press, Piscataway, pp 233–236 Gousios G (2013) The ghtorrent dataset and tool suite. In: 10th working conference on mining software repositories. IEEE Press, Piscataway, pp 233–236
Zurück zum Zitat Guzman E, Maalej W (2014) How do users like this feature? A fine grained sentiment analysis of app reviews. In: 22nd international conference on requirements engineering, IEEE, pp 153–162 Guzman E, Maalej W (2014) How do users like this feature? A fine grained sentiment analysis of app reviews. In: 22nd international conference on requirements engineering, IEEE, pp 153–162
Zurück zum Zitat Ho TK (1995) Random decision forests. In: 3rd international conference on document analysis and recognition, IEEE, vol 1, pp 278–282 Ho TK (1995) Random decision forests. In: 3rd international conference on document analysis and recognition, IEEE, vol 1, pp 278–282
Zurück zum Zitat Iacob C, Harrison R (2013) Retrieving and analyzing mobile apps feature requests from online reviews. In: 10th working conference on mining software repositories, IEEE, MSR ’13, pp 41–44 Iacob C, Harrison R (2013) Retrieving and analyzing mobile apps feature requests from online reviews. In: 10th working conference on mining software repositories, IEEE, MSR ’13, pp 41–44
Zurück zum Zitat Islam MR, Zibran MF (2017) Leveraging automated sentiment analysis in software engineering. In: 14th International Conference on Mining Software Repositories, IEEE Press, pp 203–214 Islam MR, Zibran MF (2017) Leveraging automated sentiment analysis in software engineering. In: 14th International Conference on Mining Software Repositories, IEEE Press, pp 203–214
Zurück zum Zitat Janák J (2009) Issue tracking systems. Brno, spring Janák J (2009) Issue tracking systems. Brno, spring
Zurück zum Zitat Kanwal J, Maqbool O (2012) Bug prioritization to facilitate bug report triage. J Comput Sci Technol 27(2):397–412CrossRef Kanwal J, Maqbool O (2012) Bug prioritization to facilitate bug report triage. J Comput Sci Technol 27(2):397–412CrossRef
Zurück zum Zitat Kelley TL (1947) Fundamentals of statistics. Harvard University Press, Harvard Kelley TL (1947) Fundamentals of statistics. Harvard University Press, Harvard
Zurück zum Zitat Khalid H, Nagappan M, Shihab E, Hassan AE (2014) Prioritizing the devices to test your app on: a case study of android game apps. In: 22nd international symposium on the foundations of software engineering, pp 370–379 Khalid H, Nagappan M, Shihab E, Hassan AE (2014) Prioritizing the devices to test your app on: a case study of android game apps. In: 22nd international symposium on the foundations of software engineering, pp 370–379
Zurück zum Zitat Khalid H, Nagappan M, Hassan AE (2016) Examining the relationship between findbugs warnings and app ratings. IEEE Softw 33(4):34–39CrossRef Khalid H, Nagappan M, Hassan AE (2016) Examining the relationship between findbugs warnings and app ratings. IEEE Softw 33(4):34–39CrossRef
Zurück zum Zitat Kim HW, Lee H, Son J (2011) An exploratory study on the determinants of smartphone app purchase. In: 11th international dsi and the 16th APDSI joint meeting Kim HW, Lee H, Son J (2011) An exploratory study on the determinants of smartphone app purchase. In: 11th international dsi and the 16th APDSI joint meeting
Zurück zum Zitat Kim SM, Pantel P, Chklovski T, Pennacchiotti M (2006) Automatically assessing review helpfulness. In: 2006 Conference on empirical methods in natural language processing, Association for Computational Linguistics, pp 423–430 Kim SM, Pantel P, Chklovski T, Pennacchiotti M (2006) Automatically assessing review helpfulness. In: 2006 Conference on empirical methods in natural language processing, Association for Computational Linguistics, pp 423–430
Zurück zum Zitat Lamkanfi A, Demeyer S, Giger E, Goethals B (2010) Predicting the severity of a reported bug. In: 7th IEEE working conference on mining software repositories (MSR), IEEE, pp 1–10 Lamkanfi A, Demeyer S, Giger E, Goethals B (2010) Predicting the severity of a reported bug. In: 7th IEEE working conference on mining software repositories (MSR), IEEE, pp 1–10
Zurück zum Zitat Liaw A, Wiener M (2002) Classification and regression by randomforest. R news 2(3):18–22 Liaw A, Wiener M (2002) Classification and regression by randomforest. R news 2(3):18–22
Zurück zum Zitat Linares-Vásquez M, Vendome C, Luo Q, Poshyvanyk D (2015) How developers detect and fix performance bottlenecks in android apps. In: 31st conference on software maintenance and evolution, IEEE, pp 352–361 Linares-Vásquez M, Vendome C, Luo Q, Poshyvanyk D (2015) How developers detect and fix performance bottlenecks in android apps. In: 31st conference on software maintenance and evolution, IEEE, pp 352–361
Zurück zum Zitat Lovins JB (1968) Development of a stemming algorithm, MIT Information Processing Group, Electronic Systems Laboratory Lovins JB (1968) Development of a stemming algorithm, MIT Information Processing Group, Electronic Systems Laboratory
Zurück zum Zitat Maji AK, Hao K, Sultana S, Bagchi S (2010) Characterizing failures in mobile oses: A case study with android and symbian Maji AK, Hao K, Sultana S, Bagchi S (2010) Characterizing failures in mobile oses: A case study with android and symbian
Zurück zum Zitat Mann HB, Whitney DR (1947) On a test of whether one of two random variables is stochastically larger than the other. Ann Math Stat 18:50–60MathSciNetCrossRefMATH Mann HB, Whitney DR (1947) On a test of whether one of two random variables is stochastically larger than the other. Ann Math Stat 18:50–60MathSciNetCrossRefMATH
Zurück zum Zitat Manning CD, Surdeanu M, Bauer J, Finkel J, Bethard SJ, McClosky D (2014) The stanford corenlp natural language processing toolkit. In: 52nd annual meeting of the association for computational linguistics: System demonstrations, pp 55–60 Manning CD, Surdeanu M, Bauer J, Finkel J, Bethard SJ, McClosky D (2014) The stanford corenlp natural language processing toolkit. In: 52nd annual meeting of the association for computational linguistics: System demonstrations, pp 55–60
Zurück zum Zitat Martin W, Harman M, Jia Y, Sarro F, Zhang Y (2015a) The app sampling problem for app store mining. In: 12th working conference on mining software repositories, IEEE, pp 123–133 Martin W, Harman M, Jia Y, Sarro F, Zhang Y (2015a) The app sampling problem for app store mining. In: 12th working conference on mining software repositories, IEEE, pp 123–133
Zurück zum Zitat Martin W, Sarro F, Harman M (2015b) Causal impact analysis applied to app releases in google play and windows phone store. RN 15:07 Martin W, Sarro F, Harman M (2015b) Causal impact analysis applied to app releases in google play and windows phone store. RN 15:07
Zurück zum Zitat McDonnell T, Ray B, Kim M (2013) An empirical study of api stability and adoption in the android ecosystem. In: 29th international conference on software maintenance, IEEE, pp 70–79 McDonnell T, Ray B, Kim M (2013) An empirical study of api stability and adoption in the android ecosystem. In: 29th international conference on software maintenance, IEEE, pp 70–79
Zurück zum Zitat Menzies T, Marcus A (2008) Automated severity assessment of software defect reports. In: International conference on software maintenance, IEEE, pp 346–355 Menzies T, Marcus A (2008) Automated severity assessment of software defect reports. In: International conference on software maintenance, IEEE, pp 346–355
Zurück zum Zitat Miller GA (1995) Wordnet: a lexical database for english. Commun ACM 38 (11):39–41CrossRef Miller GA (1995) Wordnet: a lexical database for english. Commun ACM 38 (11):39–41CrossRef
Zurück zum Zitat Moran K, Linares-Vásquez M, Bernal-Cárdenas C, Poshyvanyk D (2015) Auto-completing bug reports for android applications. In: 10th joint meeting on foundations of software engineering, ACM, pp 673–686 Moran K, Linares-Vásquez M, Bernal-Cárdenas C, Poshyvanyk D (2015) Auto-completing bug reports for android applications. In: 10th joint meeting on foundations of software engineering, ACM, pp 673–686
Zurück zum Zitat Nelder JA, Baker RJ (1972) Generalized linear models. Encyclopedia of statistical sciences Nelder JA, Baker RJ (1972) Generalized linear models. Encyclopedia of statistical sciences
Zurück zum Zitat Nguyen TH, Adams B, Hassan AE (2010) Studying the impact of dependency network measures on software quality. In: 26th international conference on software maintenance, IEEE, pp 1–10 Nguyen TH, Adams B, Hassan AE (2010) Studying the impact of dependency network measures on software quality. In: 26th international conference on software maintenance, IEEE, pp 1–10
Zurück zum Zitat Noei E, Heydarnoori A (2016) Exaf: a search engine for sample applications of object-oriented framework-provided concepts. Inf Softw Technol 75:135–147CrossRef Noei E, Heydarnoori A (2016) Exaf: a search engine for sample applications of object-oriented framework-provided concepts. Inf Softw Technol 75:135–147CrossRef
Zurück zum Zitat Noei E, Syer MD, Zou Y, Hassan AE, Keivanloo I (2017) A study of the relation of mobile device attributes with the user-perceived quality of android apps. Empir Softw Eng 22(6):3088–3116CrossRef Noei E, Syer MD, Zou Y, Hassan AE, Keivanloo I (2017) A study of the relation of mobile device attributes with the user-perceived quality of android apps. Empir Softw Eng 22(6):3088–3116CrossRef
Zurück zum Zitat Noei E, Da Costa DA, Zou Y (2018) Winning the app production rally. In: 26th ACM joint meeting on european software engineering conference and symposium on the foundations of software engineering. ESEC/FSE, vol 2018. ACM, New York, pp 283–294 Noei E, Da Costa DA, Zou Y (2018) Winning the app production rally. In: 26th ACM joint meeting on european software engineering conference and symposium on the foundations of software engineering. ESEC/FSE, vol 2018. ACM, New York, pp 283–294
Zurück zum Zitat Nord C (2005) Text analysis in translation: Theory, methodology, and didactic application of a model for translation-oriented text analysis. 94, Rodopi Nord C (2005) Text analysis in translation: Theory, methodology, and didactic application of a model for translation-oriented text analysis. 94, Rodopi
Zurück zum Zitat Palomba F, Linares-Vásquez M, Bavota G, Oliveto R, Di Penta M, Poshyvanyk D, De Lucia A (2015) User reviews matter! tracking crowdsourced reviews to support evolution of successful apps. In: 31st international conference on software maintenance and evolution, IEEE, pp 291–300 Palomba F, Linares-Vásquez M, Bavota G, Oliveto R, Di Penta M, Poshyvanyk D, De Lucia A (2015) User reviews matter! tracking crowdsourced reviews to support evolution of successful apps. In: 31st international conference on software maintenance and evolution, IEEE, pp 291–300
Zurück zum Zitat Panichella S, Di Sorbo A, Guzman E, Visaggio C, Canfora G, Gall H (2015) How can i improve my app? classifying user reviews for software maintenance and evolution. In: 31st international conference on software maintenance and evolution Panichella S, Di Sorbo A, Guzman E, Visaggio C, Canfora G, Gall H (2015) How can i improve my app? classifying user reviews for software maintenance and evolution. In: 31st international conference on software maintenance and evolution
Zurück zum Zitat Rajaraman A, Ullman JD, Ullman JD, Ullman JD (2012) Mining of massive datasets, vol 77. Cambridge University Press, Cambridge Rajaraman A, Ullman JD, Ullman JD, Ullman JD (2012) Mining of massive datasets, vol 77. Cambridge University Press, Cambridge
Zurück zum Zitat Romero DM, Galuba W, Asur S, Huberman BA (2011) Influence and passivity in social media. In: Joint european conference on machine learning and knowledge discovery in databases, Springer, pp 18–33 Romero DM, Galuba W, Asur S, Huberman BA (2011) Influence and passivity in social media. In: Joint european conference on machine learning and knowledge discovery in databases, Springer, pp 18–33
Zurück zum Zitat Salton G, Mcgill MJ (1983) Introduction to modern information retrieval, 24–51 Salton G, Mcgill MJ (1983) Introduction to modern information retrieval, 24–51
Zurück zum Zitat Salton G, Wong A, Yang CS (1975) A vector space model for automatic indexing. Commun ACM 18(11):613–620CrossRefMATH Salton G, Wong A, Yang CS (1975) A vector space model for automatic indexing. Commun ACM 18(11):613–620CrossRefMATH
Zurück zum Zitat Steinmacher I, Wiese IS, Gerosa MA (2012) Recommending mentors to software project newcomers. In: 3rd international workshop on recommendation systems for software engineering, IEEE Press, pp 63–67 Steinmacher I, Wiese IS, Gerosa MA (2012) Recommending mentors to software project newcomers. In: 3rd international workshop on recommendation systems for software engineering, IEEE Press, pp 63–67
Zurück zum Zitat Steinmacher I, Treude C, Gerosa M (2018) Let me in: Guidelines for the successful onboarding of newcomers to open source projects. IEEE Software Steinmacher I, Treude C, Gerosa M (2018) Let me in: Guidelines for the successful onboarding of newcomers to open source projects. IEEE Software
Zurück zum Zitat Strobl C, Boulesteix AL, Zeileis A, Hothorn T (2007) Bias in random forest variable importance measures: Illustrations, sources and a solution. BMC Bioinf 8(1):25CrossRef Strobl C, Boulesteix AL, Zeileis A, Hothorn T (2007) Bias in random forest variable importance measures: Illustrations, sources and a solution. BMC Bioinf 8(1):25CrossRef
Zurück zum Zitat Tantithamthavorn C, McIntosh S, Hassan AE, Matsumoto K (2017) An empirical comparison of model validation techniques for defect prediction models. IEEE Trans Softw Eng 43(1):1–18CrossRef Tantithamthavorn C, McIntosh S, Hassan AE, Matsumoto K (2017) An empirical comparison of model validation techniques for defect prediction models. IEEE Trans Softw Eng 43(1):1–18CrossRef
Zurück zum Zitat Tian Y, Lo D, Sun C (2012) Information retrieval based nearest neighbor classification for fine-grained bug severity prediction. In: 2012 19th working conference on reverse engineering (WCRE), IEEE, pp 215–224 Tian Y, Lo D, Sun C (2012) Information retrieval based nearest neighbor classification for fine-grained bug severity prediction. In: 2012 19th working conference on reverse engineering (WCRE), IEEE, pp 215–224
Zurück zum Zitat Van Solingen R, Basili V, Caldiera G, Rombach HD (2002) Goal question metric (gqm) approach. Encyclopedia of software engineering Van Solingen R, Basili V, Caldiera G, Rombach HD (2002) Goal question metric (gqm) approach. Encyclopedia of software engineering
Zurück zum Zitat Vasilescu B, Filkov V, Serebrenik A (2015) Perceptions of diversity on github: a user survey. In: 8th international workshop on cooperative and human aspects of software engineering, IEEE Press, pp 50–56 Vasilescu B, Filkov V, Serebrenik A (2015) Perceptions of diversity on github: a user survey. In: 8th international workshop on cooperative and human aspects of software engineering, IEEE Press, pp 50–56
Zurück zum Zitat Villarroel L, Bavota G, Russo B, Oliveto R, Di Penta M (2016) Release planning of mobile apps based on user reviews. In: 38th international conference on software engineering, ACM, pp 14–24 Villarroel L, Bavota G, Russo B, Oliveto R, Di Penta M (2016) Release planning of mobile apps based on user reviews. In: 38th international conference on software engineering, ACM, pp 14–24
Zurück zum Zitat Xuan J, Jiang H, Ren Z, Zou W (2012) Developer prioritization in bug repositories. In: 2012 34th international conference on software engineering (ICSE), IEEE, pp 25–35 Xuan J, Jiang H, Ren Z, Zou W (2012) Developer prioritization in bug repositories. In: 2012 34th international conference on software engineering (ICSE), IEEE, pp 25–35
Zurück zum Zitat Yin RK (2013) Case study research: Design and methods. Sage publications Yin RK (2013) Case study research: Design and methods. Sage publications
Zurück zum Zitat Yu L, Tsai WT, Zhao W, Wu F (2010) Predicting defect priority based on neural networks. In: International conference on advanced data mining and applications, Springer, pp 356–367 Yu L, Tsai WT, Zhao W, Wu F (2010) Predicting defect priority based on neural networks. In: International conference on advanced data mining and applications, Springer, pp 356–367
Zurück zum Zitat Yu Y, Wang H, Filkov V, Devanbu P, Vasilescu B (2015) Wait for it: determinants of pull request evaluation latency on github. In: 2015 IEEE/ACM 12th working conference on mining software repositories (MSR), IEEE, pp 367–371 Yu Y, Wang H, Filkov V, Devanbu P, Vasilescu B (2015) Wait for it: determinants of pull request evaluation latency on github. In: 2015 IEEE/ACM 12th working conference on mining software repositories (MSR), IEEE, pp 367–371
Zurück zum Zitat Zanatta AL, Steinmacher I, Machado LS, de Souza CR, Prikladnicki R (2017) Barriers faced by newcomers to software-crowdsourcing projects. IEEE Softw 34(2):37–43CrossRef Zanatta AL, Steinmacher I, Machado LS, de Souza CR, Prikladnicki R (2017) Barriers faced by newcomers to software-crowdsourcing projects. IEEE Softw 34(2):37–43CrossRef
Zurück zum Zitat Zhang F, Mockus A, Keivanloo I, Zou Y (2015) Towards building a universal defect prediction model with rank transformed predictors. Empir Softw Eng 21(5):2107–2145CrossRef Zhang F, Mockus A, Keivanloo I, Zou Y (2015) Towards building a universal defect prediction model with rank transformed predictors. Empir Softw Eng 21(5):2107–2145CrossRef
Metadaten
Titel
Towards prioritizing user-related issue reports of mobile applications
verfasst von
Ehsan Noei
Feng Zhang
Shaohua Wang
Ying Zou
Publikationsdatum
29.01.2019
Verlag
Springer US
Erschienen in
Empirical Software Engineering / Ausgabe 4/2019
Print ISSN: 1382-3256
Elektronische ISSN: 1573-7616
DOI
https://doi.org/10.1007/s10664-019-09684-y

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