{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T10:09:09Z","timestamp":1777889349004,"version":"3.51.4"},"reference-count":43,"publisher":"SAGE Publications","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["KES"],"published-print":{"date-parts":[[2018,12,24]]},"DOI":"10.3233\/kes-180390","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T11:49:56Z","timestamp":1545997796000},"page":"261-276","source":"Crossref","is-referenced-by-count":6,"title":["Software reusability metrics prediction by using evolutionary algorithms: The interactive mobile learning application RozGaar"],"prefix":"10.1177","volume":"22","author":[{"given":"Neelamadhab","family":"Padhy","sequence":"first","affiliation":[{"name":"Gandhi Institute of Engineering and Technology, Gunupur, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Suresh Chandra","family":"Satapathy","sequence":"additional","affiliation":[{"name":"School of Computer Engineering, Kalinga Institute of Industrial Technology, Bhubaneswar, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J.R.","family":"Mohanty","sequence":"additional","affiliation":[{"name":"School of Computer Applications, Kalinga Institute of Industrial Technology, Bhubaneswar, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rasmita","family":"Panigrahi","sequence":"additional","affiliation":[{"name":"Gandhi Institute of Engineering and Technology, Gunupur, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"key":"10.3233\/KES-180390_ref1","unstructured":"L. Columbus, Roundup of Mobile Apps and App Store Forecasts, http:\/\/www.forbes.com\/sites\/louiscolumbus\/2013\/06\/09\/roundup-of-mobile-apps-app-store-forecasts-2013\/, Retrieved June, 2013."},{"key":"10.3233\/KES-180390_ref2","doi-asserted-by":"crossref","unstructured":"R. Minelli and M. Lanza, Software analytics for mobile applications insights and lessons learned, in: European Conference on Software Maintenance and Reengineering (CS \u201913), IEEE, 2013, pp.\u00a0144\u2013153.","DOI":"10.1109\/CSMR.2013.24"},{"key":"10.3233\/KES-180390_ref3","unstructured":"B. Ray, M. Wilcox and C. Woskoglou, Developer Economics\u00a0\u2013 State of the Developer Nation Q3 2016, Vision Mobile, London, Tech Rep, (July 2015)."},{"key":"10.3233\/KES-180390_ref4","doi-asserted-by":"crossref","unstructured":"Y. Tian, M. Nagappan, D. Lo and A.E. Hassan, What are the characteristics of high-rated apps? A case study on free android applications, in: International Conference on Software Maintenance and Evolution, (ICSME \u201915), IEEE, 2015, pp.\u00a0301\u2013310.","DOI":"10.1109\/ICSM.2015.7332476"},{"issue":"3","key":"10.3233\/KES-180390_ref5","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1504\/IJMLO.2018.092777","article-title":"Utility of an object-oriented metrics component: Examining the feasibility of. Net and C# object-oriented program from the perspective of mobile learning","volume":"12","author":"Padhy","year":"2018","journal-title":"International Journal of Mobile Learning and Organization"},{"key":"10.3233\/KES-180390_ref6","unstructured":"V. Lee, H. Schneider and R. Schell, Mobile Applications: Architecture, Design, and Development, 1st edition, Prentice Hall, 2004."},{"key":"10.3233\/KES-180390_ref7","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1109\/32.295895","article-title":"A metrics suite for object oriented design","volume":"20","author":"Chidamber","year":"1994","journal-title":"IEEE Transactions on Software Engineering"},{"key":"10.3233\/KES-180390_ref8","doi-asserted-by":"crossref","unstructured":"I. Heitlage, T. Kuipers and J. Visser, A practical model for measuring maintainability, Proceedings of the 6\ud835\udc61\u210e International Conference on Quality of Information and Communications Technology, 2007, pp.\u00a030\u201339.","DOI":"10.1109\/QUATIC.2007.8"},{"key":"10.3233\/KES-180390_ref9","unstructured":"H. Washizaki, H. Yamamoto and Y. Fukazawa, A metrics suite for measuring reusability of software components, in: Proceedings of the 9\ud835\udc61\u210e Software Metrics Symposium, 2003, pp.\u00a0211\u2013223."},{"key":"10.3233\/KES-180390_ref10","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1016\/j.jss.2005.06.026","article-title":"Measuring the usability of software components","volume":"79","author":"Bertoa","year":"2006","journal-title":"The Journal of Systems and Software"},{"key":"10.3233\/KES-180390_ref11","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/S0164-1212(02)00080-8","article-title":"Reliability prediction for component-based software architectures","volume":"66","author":"Reussner","year":"2003","journal-title":"The Journal of Systems and Software"},{"issue":"1","key":"10.3233\/KES-180390_ref12","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1287\/mnsc.1070.0748","article-title":"Code reuse in open source software","volume":"54","author":"Haefliger","year":"2008","journal-title":"Management Science"},{"key":"10.3233\/KES-180390_ref13","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1109\/ICSE.2004.1317450","article-title":"An empirical study of software reuse vs. defect-density and stability","author":"Mohagheghi","year":"2004","journal-title":"Proceedings of the 26th International Conference on Software Engineering"},{"issue":"7","key":"10.3233\/KES-180390_ref14","first-page":"1251","article-title":"On measuring the reusability proneness of mobile applications, World Academy of Science, Engineering and Technology, International Science Index 91","volume":"8","author":"Taibi","year":"2014","journal-title":"International Journal of Computer, Electrical, Automation, Control and Information Engineering"},{"issue":"5","key":"10.3233\/KES-180390_ref15","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1007\/BF01001956","article-title":"Rough sets","volume":"11","author":"Pawlak","year":"1982","journal-title":"International Journal of Computer and Information Sciences"},{"key":"10.3233\/KES-180390_ref16","unstructured":"J. Han, M. Kamber and J. Pei, Data Mining: Concepts and Techniques, Morgan Kaufmann, 2011."},{"key":"10.3233\/KES-180390_ref17","doi-asserted-by":"crossref","unstructured":"L.I. Kuncheva, Combining Pattern Classifiers: Methods and Algorithms, Wiley-Interscience, 2004.","DOI":"10.1002\/0471660264"},{"issue":"3","key":"10.3233\/KES-180390_ref18","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1109\/TKDE.2002.1000348","article-title":"An instance-weighting method to induce cost-sensitive trees","volume":"14","author":"Ting","year":"2002","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"10.3233\/KES-180390_ref19","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1109\/32.544352","article-title":"A validation of object-oriented design metrics as quality indicators","volume":"22","author":"Basili","year":"1996","journal-title":"IEEE Transactions on Software Engineering"},{"key":"10.3233\/KES-180390_ref20","doi-asserted-by":"crossref","unstructured":"N. Padhy, R. Panigrahi and S. Baboo, The statistical measurement of an object-oriented programme using an object oriented metric, 328 (2015), 605\u2013618, DOI: https:\/\/doi.org\/10.1007\/978-3-319-12012-6_67, Springer.","DOI":"10.1007\/978-3-319-12012-6_67"},{"key":"10.3233\/KES-180390_ref21","unstructured":"N. Padhy, S. Satapathy and R.P. Singh, State-of-the-art object oriented metrics and its Reusability: A decade review, Springer Nature, Smart Innovation Systems and Technologies 77 (2018), Springer, Singapore, DOI: 10.1007\/978-981-10-54544-7_42, Print ISBN978-981-10-5543-0."},{"key":"10.3233\/KES-180390_ref22","doi-asserted-by":"crossref","unstructured":"Y. Tian, M. Nagappan, D. Lo and A.E. Hassan, What are the characteristics of high-rated Apps? A case study on free android applications, in: ICSME \u201915 Proceedings of the 2015 IEEE International Conference on Software Maintenance and Evolution (ICSME), IEEE Computer Society Washington, DC, USA, September 29\u2013October 01, 2015, pp.\u00a0301\u2013310, DOI: 101109\/ICSM.2015.7332476.","DOI":"10.1109\/ICSM.2015.7332476"},{"issue":"5","key":"10.3233\/KES-180390_ref23","doi-asserted-by":"crossref","first-page":"1343","DOI":"10.1007\/s13369-015-1597-x","article-title":"Measuring Flexibility in Software Project Schedules","volume":"40","author":"Khan","year":"2015","journal-title":"Arabian Journal of Science and Engineering"},{"issue":"3","key":"10.3233\/KES-180390_ref24","first-page":"997","article-title":"Design and application of new quality improvement model: Kano lean six sigma for software maintenance project","volume":"41","author":"ArunKumar","year":"2016","journal-title":"Computer Engineering and Computer Science"},{"key":"10.3233\/KES-180390_ref25","doi-asserted-by":"crossref","first-page":"653","DOI":"10.1016\/j.compeleceng.2017.11.022","article-title":"Software reusability metrics estimation: Algorithms, models and optimization techniques","volume":"69","author":"Padhy","year":"2018","journal-title":"Computers and Electrical Engineering"},{"key":"10.3233\/KES-180390_ref26","first-page":"1","article-title":"Enhanced evolutionary computing based artificial intelligence model for web-solutions software reusability estimation","author":"Padhy","year":"2017","journal-title":"Cluster Computing"},{"key":"10.3233\/KES-180390_ref27","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/j.knosys.2014.10.017","article-title":"An empirical study based on semi-supervised hybrid self-organizing map for software fault prediction","volume":"74","author":"Abaei","year":"2015","journal-title":"Knowledge Based Syst"},{"issue":"4","key":"10.3233\/KES-180390_ref28","doi-asserted-by":"crossref","first-page":"1872","DOI":"10.1016\/j.eswa.2014.10.025","article-title":"A comparison of some soft computing methods for software fault prediction","volume":"42","author":"Erturk","year":"2015","journal-title":"Expert Syst Appl"},{"key":"10.3233\/KES-180390_ref29","doi-asserted-by":"crossref","unstructured":"R. Goyal, P. Chandra and Y. Singh, Suitability of KNN regression in the development of interaction based software fault prediction models, IERI Procedia 6 (2014), 15\u201321.","DOI":"10.1016\/j.ieri.2014.03.004"},{"key":"10.3233\/KES-180390_ref30","first-page":"460","article-title":"Towards logistic regression models for predicting fault prone code across software projects","author":"Erica Cruz","year":"2009","journal-title":"3rd International Symposium on Empirical Software Engineering and Measurement"},{"key":"10.3233\/KES-180390_ref31","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1109\/ISSRE.2010.33","article-title":"The impact of coupling on the fault-proneness of aspect-oriented programs: An empirical study","author":"Burrows","year":"2010","journal-title":"2010 IEEE 21st International Symposium on Software Reliability Engineering (ISSRE)"},{"key":"10.3233\/KES-180390_ref32","doi-asserted-by":"crossref","unstructured":"K. Aggarwal, Y. Singh, A. Kaur and R. Malhotra, Empirical validation of object-oriented metrics for predicting fault proneness models, Softw Qual J 18(1) (2010).","DOI":"10.1007\/s11219-009-9079-6"},{"issue":"4","key":"10.3233\/KES-180390_ref33","doi-asserted-by":"crossref","first-page":"660","DOI":"10.1016\/j.jss.2009.11.704","article-title":"On the ability of complexity metrics to predict fault-prone classes in object-oriented systems","volume":"83","author":"Zhou","year":"2010","journal-title":"J Syst Softw"},{"key":"10.3233\/KES-180390_ref34","doi-asserted-by":"crossref","unstructured":"M. Fokaefs, R. Mikhaiel, N. Tsantalis, E. Stroulia and A. Lau, An empirical study on web service evolution, in: IEEE International Conference on Web Services (ICWS), 2011, pp.\u00a049\u201356.","DOI":"10.1109\/ICWS.2011.114"},{"key":"10.3233\/KES-180390_ref35","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1016\/j.csi.2015.06.004","article-title":"Adaptive cascade deep convolution neural networks for face alignment","volume":"42","author":"Dong","year":"2015","journal-title":"Computer Standards Interface"},{"issue":"15","key":"10.3233\/KES-180390_ref36","first-page":"8","article-title":"Defect prediction for object oriented software using support vector based fuzzy classification model","volume":"60","author":"Mishra","year":"2012","journal-title":"Int J Computer Appl"},{"key":"10.3233\/KES-180390_ref37","first-page":"1","article-title":"Cost-effective and fault-resilient reusability prediction model by using adaptive genetic algorithm based neural network for web-of-service applications","author":"Padhy","year":"2018","journal-title":"Cluster Computing"},{"key":"10.3233\/KES-180390_ref38","unstructured":"J.J. Grefenstette, D.E. Moriarty and A.C. Schultz, Evolutionary algorithms for reinforcement learning, arXiv preprint arXiv: 1106.0221, 2011."},{"key":"10.3233\/KES-180390_ref39","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1007\/978-3-642-27645-3_10","article-title":"Evolutionary computation for reinforcement learning","author":"Whiteson","year":"2012","journal-title":"Reinforcement Learning: State of the Art"},{"key":"10.3233\/KES-180390_ref40","doi-asserted-by":"crossref","unstructured":"C.L.R. McGhan, A. Nasir and E. Atkins, Human intent prediction using markov decision processes, in: Proc Infotech@Aerospace Conference, 2012.","DOI":"10.2514\/6.2012-2445"},{"key":"10.3233\/KES-180390_ref41","unstructured":"S.M. Jacob and B. Issac, The mobile devices and its mobile learning usage analysis, ArXiv preprint arXiv: 14104375, (2014)."},{"key":"10.3233\/KES-180390_ref42","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/j.chb.2014.02.020","article-title":"Discovering determinants of user\u2019s perception of mobile device functionality fit","volume":"35","author":"Negahban","year":"2014","journal-title":"Computers in Human Behavior"},{"issue":"2","key":"10.3233\/KES-180390_ref43","doi-asserted-by":"crossref","first-page":"97","DOI":"10.3233\/KES-170355","article-title":"Grey relational analysis model software quality assessment with triangular fuzzy information","volume":"21","author":"Yang","year":"2017","journal-title":"International Journal of Knowledge-based and Intelligent Engineering Systems"}],"container-title":["International Journal of Knowledge-based and Intelligent Engineering Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/KES-180390","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T05:10:43Z","timestamp":1777612243000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/KES-180390"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,24]]},"references-count":43,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.3233\/kes-180390","relation":{},"ISSN":["1327-2314","1875-8827"],"issn-type":[{"value":"1327-2314","type":"print"},{"value":"1875-8827","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,12,24]]}}}