{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,29]],"date-time":"2025-03-29T16:49:45Z","timestamp":1743266985568},"reference-count":59,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,1,5]],"date-time":"2023-01-05T00:00:00Z","timestamp":1672876800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,5]],"date-time":"2023-01-05T00:00:00Z","timestamp":1672876800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Software Qual J"],"published-print":{"date-parts":[[2023,9]]},"DOI":"10.1007\/s11219-022-09610-4","type":"journal-article","created":{"date-parts":[[2023,1,5]],"date-time":"2023-01-05T05:02:40Z","timestamp":1672894960000},"page":"809-842","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Implications of semi-supervised learning for design pattern selection"],"prefix":"10.1007","volume":"31","author":[{"given":"Ameneh","family":"Naghdipour","sequence":"first","affiliation":[]},{"given":"Seyed Mohammad Hossein","family":"Hasheminejad","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,1,5]]},"reference":[{"key":"9610_CR1","volume-title":"Introduction to machine learning","author":"E Alpayd\u0131n","year":"2010","unstructured":"Alpayd\u0131n, E. (2010). Introduction to machine learning (2nd ed.). Massachusetts, London, England: The MIT Press Cambridge.","edition":"2"},{"key":"9610_CR2","doi-asserted-by":"crossref","unstructured":"Baraki, H., Geihs, K., Voigtmann, C., Hoffmann, A., Kniewel, R., Macek, B. E., & Zirfas, J. (2015, May). Interdisciplinary design patterns for socially aware computing. In\u00a02015 IEEE\/ACM 37th IEEE International Conference on Software Engineering\u00a0(Vol. 2, pp. 477\u2013486). IEEE.","DOI":"10.1109\/ICSE.2015.180"},{"key":"9610_CR3","doi-asserted-by":"crossref","unstructured":"Booch, G. (2006). Handbook of Software Architecture Book.\u00a0http:\/\/www.booch.com\/architecture\/patterns.jsp","DOI":"10.1145\/1094855.1094862"},{"key":"9610_CR4","doi-asserted-by":"crossref","unstructured":"Bou, C., Laosen, N., & Nantajeewarawat, E. (2018, March). Design pattern ranking based on the design pattern intent ontology. In\u00a0Asian Conference on Intelligent Information and Database Systems\u00a0(pp. 25\u201335). Springer, Cham.","DOI":"10.1007\/978-3-319-75417-8_3"},{"issue":"4","key":"9610_CR5","doi-asserted-by":"publisher","first-page":"661","DOI":"10.1007\/s11219-014-9249-z","volume":"23","author":"C Bouhours","year":"2015","unstructured":"Bouhours, C., Leblanc, H., & Percebois, C. (2015). Spoiled patterns: How to extend the GOF. Software Quality Journal, 23(4), 661\u2013694.","journal-title":"Software Quality Journal"},{"key":"9610_CR6","unstructured":"Douglass, B. P. (2003).\u00a0Real-time design patterns: robust scalable architecture for real-time systems. Addison-Wesley Professional."},{"issue":"2","key":"9610_CR7","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1111\/tgis.12598","volume":"24","author":"F Du","year":"2020","unstructured":"Du, F., Zhu, A. X., Liu, J., & Yang, L. (2020). Predictive mapping with small field sample data using semi-supervised machine learning. Transactions in GIS, 24(2), 315\u2013331.","journal-title":"Transactions in GIS"},{"key":"9610_CR8","unstructured":"Galvin, P. B., Gagne, G., & Silberschatz, A. (2002).\u00a0Operating system concepts\u00a0(6th ed.). John Wiley & Sons."},{"key":"9610_CR9","unstructured":"Gamma, E., Helm, R., Johnson, R., & Vlissides, J. (1995). Design patterns elements of reusable object oriented software design patterns. Addison-Wesley Publishing Company."},{"key":"9610_CR10","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1016\/j.eswa.2017.08.006","volume":"90","author":"JM Gorriz","year":"2017","unstructured":"Gorriz, J. M., Ramirez, J., Suckling, J., Mart\u00ednez-Murcia, F. J., Ill\u00e1n, I. A., Segovia, F., Ortizb, A., Salas-Gonz\u00e1leza, D., Castillo-Barn\u00e9sa, D., & Puntonet, C. G. (2017). A semi-supervised learning approach for model selection based on class-hypothesis testing. Expert Systems with Applications, 90, 40\u201349.","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"9610_CR11","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1109\/3468.823479","volume":"30","author":"AR Graves","year":"2000","unstructured":"Graves, A. R., & Czarnecki, C. (2000). Design patterns for behavior-based robotics. IEEE Transactions on Systems, Man, and Cybernetics-Part a: Systems and Humans, 30(1), 36\u201341.","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics-Part a: Systems and Humans"},{"key":"9610_CR12","doi-asserted-by":"crossref","unstructured":"Hady, M. F. A., & Schwenker, F. (2013). Semi-supervised learning. In\u00a0Handbook on Neural Information Processing\u00a0(pp. 215\u2013239). Springer, Berlin, Heidelberg.","DOI":"10.1007\/978-3-642-36657-4_7"},{"issue":"4","key":"9610_CR13","doi-asserted-by":"publisher","first-page":"260","DOI":"10.17706\/jsw.13.4.260-268","volume":"13","author":"A Hamdy","year":"2018","unstructured":"Hamdy, A., & Elsayed, M. (2018a). Automatic recommendation of software design patterns: Text retrieval approach. JSW, 13(4), 260\u2013268.","journal-title":"JSW"},{"key":"9610_CR14","doi-asserted-by":"crossref","unstructured":"Hamdy, A., & Elsayed, M. (2018b, April). Topic modelling for automatic selection of software design patterns. In\u00a0Proceedings of the International Conference on Geoinformatics and Data Analysis\u00a0(pp. 41\u201346).","DOI":"10.1145\/3220228.3220263"},{"issue":"2","key":"9610_CR15","doi-asserted-by":"publisher","first-page":"408","DOI":"10.1016\/j.jss.2011.08.031","volume":"85","author":"SMH Hasheminejad","year":"2012","unstructured":"Hasheminejad, S. M. H., & Jalili, S. (2012). Design patterns selection: An automatic two-phase method. Journal of Systems and Software, 85(2), 408\u2013424.","journal-title":"Journal of Systems and Software"},{"key":"9610_CR16","doi-asserted-by":"crossref","unstructured":"Hotho, A., N\u00fcrnberger, A., & Paa\u00df, G. (2005, May). A brief survey of text mining. In\u00a0Ldv Forum\u00a0(Vol. 20, No. 1, pp. 19\u201362).","DOI":"10.21248\/jlcl.20.2005.68"},{"issue":"1","key":"9610_CR17","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1007\/s10270-007-0063-y","volume":"8","author":"NL Hsueh","year":"2009","unstructured":"Hsueh, N. L., Kuo, J. Y., & Lin, C. C. (2009). Object-oriented design: A goal-driven and pattern-based approach. Software & Systems Modeling, 8(1), 67\u201384.","journal-title":"Software & Systems Modeling"},{"key":"9610_CR18","unstructured":"Huang, A. (2008, April). Similarity measures for text document clustering. In\u00a0Proceedings of the sixth new zealand computer science research student conference (NZCSRSC2008), Christchurch, New Zealand\u00a0(Vol. 4, pp. 9\u201356)."},{"key":"9610_CR19","doi-asserted-by":"crossref","unstructured":"Hussain, S., Keung, J., & Khan, A. A. (2017a, July). A framework for ranking of software design patterns. In\u00a0Conference on Complex, Intelligent, and Software Intensive Systems\u00a0(pp. 205\u2013215). Springer.","DOI":"10.1007\/978-3-319-61566-0_20"},{"key":"9610_CR20","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1016\/j.asoc.2017.04.043","volume":"58","author":"S Hussain","year":"2017","unstructured":"Hussain, S., Keung, J., & Khan, A. A. (2017b). Software design patterns classification and selection using text categorization approach. Applied Soft Computing, 58, 225\u2013244.","journal-title":"Applied Soft Computing"},{"key":"9610_CR21","doi-asserted-by":"publisher","first-page":"256","DOI":"10.1016\/j.jpdc.2017.06.022","volume":"117","author":"S Hussain","year":"2018","unstructured":"Hussain, S., Keung, J., Khan, A. A., Ahmad, A., Cuomo, S., Piccialli, F., Jeon, G., & Akhunzada, A. (2018). Implications of deep learning for the automation of design patterns organization. Journal of Parallel and Distributed Computing, 117, 256\u2013266.","journal-title":"Journal of Parallel and Distributed Computing"},{"key":"9610_CR22","doi-asserted-by":"crossref","unstructured":"Hussain, S., Keung, J., Khan, A. A., & Bennin, K. E. (2016, June). A methodology to automate the selection of design patterns. In\u00a02016 IEEE 40th Annual Computer Software and Applications Conference (COMPSAC)\u00a0(Vol. 2, pp. 161\u2013166). IEEE.","DOI":"10.1109\/COMPSAC.2016.226"},{"key":"9610_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.asoc.2018.10.049","volume":"75","author":"S Hussain","year":"2019","unstructured":"Hussain, S., Keung, J., Sohail, M. K., Khan, A. A., & Ilahi, M. (2019). Automated framework for classification and selection of software design patterns. Applied Soft Computing, 75, 1\u201320.","journal-title":"Applied Soft Computing"},{"issue":"3","key":"9610_CR24","doi-asserted-by":"publisher","first-page":"173","DOI":"10.7763\/LNSE.2015.V3.185","volume":"3","author":"I Issaoui","year":"2015","unstructured":"Issaoui, I., Bouassida, N., & Ben-Abdallah, H. (2015). A new approach for interactive design pattern recommendation. Lecture Notes on Software Engineering, 3(3), 173.","journal-title":"Lecture Notes on Software Engineering"},{"issue":"6","key":"9610_CR25","doi-asserted-by":"publisher","first-page":"560","DOI":"10.1016\/j.jvlc.2007.02.009","volume":"18","author":"DK Kim","year":"2007","unstructured":"Kim, D. K., & El Khawand, C. (2007). An approach to precisely specifying the problem domain of design patterns. Journal of Visual Languages & Computing, 18(6), 560\u2013591.","journal-title":"Journal of Visual Languages & Computing"},{"issue":"3","key":"9610_CR26","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/s11219-008-9048-5","volume":"16","author":"DK Kim","year":"2008","unstructured":"Kim, D. K., & Shen, W. (2008). Evaluating pattern conformance of UML models: a divide-conquer approach and case studies. Software Quality Journal, 16(3), 329\u2013359.","journal-title":"Software Quality Journal"},{"key":"9610_CR27","doi-asserted-by":"crossref","unstructured":"Kostopoulos, G., Kotsiantis, S., & Pintelas, P. (2015a). Predicting student performance in distance higher education using semi-supervised techniques. In\u00a0Model and data engineering\u00a0(pp. 259\u2013270). Springer, Cham.","DOI":"10.1007\/978-3-319-23781-7_21"},{"key":"9610_CR28","doi-asserted-by":"crossref","unstructured":"Kostopoulos, G., Kotsiantis, S., & Pintelas, P. (2015b). Estimating student dropout in distance higher education using semi-supervised techniques. In Proceedings of the 19th panhellenic conference on informatics (pp. 38\u201343). New York, NY: ACM.","DOI":"10.1145\/2801948.2802013"},{"key":"9610_CR29","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/j.eswa.2017.01.011","volume":"74","author":"Z Li","year":"2017","unstructured":"Li, Z., Tian, Y., Li, K., Zhou, F., & Yang, W. (2017). Reject inference in credit scoring using semi-supervised support vector machines. Expert Systems with Applications, 74, 105\u2013114.","journal-title":"Expert Systems with Applications"},{"issue":"2","key":"9610_CR30","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1177\/0735633117752614","volume":"57","author":"IE Livieris","year":"2019","unstructured":"Livieris, I. E., Drakopoulou, K., Tampakas, V. T., Mikropoulos, T. A., & Pintelas, P. (2019). Predicting secondary school students\u2019 performance utilizing a semi-supervised learning approach. Journal of Educational Computing Research, 57(2), 448\u2013470.","journal-title":"Journal of Educational Computing Research"},{"key":"9610_CR31","doi-asserted-by":"crossref","unstructured":"Muangon, W., & Intakosum, S. (2009, August). Retrieving design patterns by case-based reasoning and formal concept analysis. In\u00a02009 2nd IEEE International Conference on Computer Science and Information Technology\u00a0(pp. 424\u2013428). IEEE.","DOI":"10.1109\/ICCSIT.2009.5234534"},{"issue":"26","key":"9610_CR32","doi-asserted-by":"publisher","first-page":"16","DOI":"10.5120\/12231-8433","volume":"70","author":"W Muangon","year":"2013","unstructured":"Muangon, W., & Intakosum, S. (2013). Case-based reasoning for design patterns searching system. International Journal of Computer Applications, 70(26), 16\u201324.","journal-title":"International Journal of Computer Applications"},{"key":"9610_CR33","doi-asserted-by":"crossref","unstructured":"Naghdipour, A., Hasheminejad, S. M. H. (2021, March). Ontology based design pattern selection. In\u00a02021 26th International Computer Conference, Computer Society of Iran (CSICC)\u00a0(pp. 1\u20137). IEEE.","DOI":"10.1109\/CSICC52343.2021.9420592"},{"key":"9610_CR34","doi-asserted-by":"crossref","unstructured":"Naghdipour, A., Hasheminejad, S. M. H., & Keyvanpour, M. R. (2021, March). DPSA: A brief review for design pattern selection approaches. In\u00a02021 26th International Computer Conference, Computer Society of Iran (CSICC)\u00a0(pp. 1\u20136). IEEE.","DOI":"10.1109\/CSICC52343.2021.9420629"},{"key":"9610_CR35","unstructured":"Nahar, N., & Sakib, K. (2015). Automatic recommendation of software design patterns using anti-patterns in the design phase: A case study on abstract factory. In\u00a0QuASoQ\/WAWSE\/CMCE@ APSEC\u00a0(pp. 9\u201316)."},{"key":"9610_CR36","doi-asserted-by":"crossref","unstructured":"Nahar, N., & Sakib, K. (2016, March). Acdpr: A recommendation system for the creational design patterns using anti-patterns. In\u00a02016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER)\u00a0(Vol. 4, pp. 4\u20137). IEEE.","DOI":"10.1109\/SANER.2016.44"},{"key":"9610_CR37","doi-asserted-by":"crossref","unstructured":"Narayan, R., Rout, J. K., & Jena, S. K. (2018). Review spam detection using semi-supervised technique. In\u00a0Progress in Intelligent Computing Techniques: Theory, Practice, and Applications\u00a0(pp. 281\u2013286). Springer, Singapore.","DOI":"10.1007\/978-981-10-3376-6_31"},{"key":"9610_CR38","doi-asserted-by":"crossref","unstructured":"Palma, F., Farzin, H., Gu\u00e9h\u00e9neuc, Y. G., & Moha, N. (2012, June). Recommendation system for design patterns in software development: An dpr overview. In\u00a02012 Third International Workshop on Recommendation Systems for Software Engineering (RSSE)\u00a0(pp. 1\u20135). IEEE.","DOI":"10.1109\/RSSE.2012.6233399"},{"issue":"2","key":"9610_CR39","doi-asserted-by":"publisher","first-page":"645","DOI":"10.2298\/CSIS130824025P","volume":"11","author":"L Pavli\u010d","year":"2014","unstructured":"Pavli\u010d, L., Podgorelec, V., & Heri\u010dko, M. (2014). A question-based design pattern advisement approach. Computer Science and Information Systems, 11(2), 645\u2013664.","journal-title":"Computer Science and Information Systems"},{"key":"9610_CR40","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1108\/00330330610681286","volume":"40","author":"MF Porter","year":"2006","unstructured":"Porter, M. F. (2006). An algorithm for suffix stripping. Journal of Program-Electronic Library and Information Systems, 40, 211\u2013218.","journal-title":"Journal of Program-Electronic Library and Information Systems"},{"issue":"12","key":"9610_CR41","doi-asserted-by":"publisher","first-page":"1134","DOI":"10.1109\/32.988711","volume":"27","author":"L Prechelt","year":"2001","unstructured":"Prechelt, L., Unger, B., Tichy, W. F., Brossler, P., & Votta, L. G. (2001). A controlled experiment in maintenance: Comparing design patterns to simpler solutions. IEEE Transactions on Software Engineering, 27(12), 1134\u20131144.","journal-title":"IEEE Transactions on Software Engineering"},{"issue":"5","key":"9610_CR42","doi-asserted-by":"publisher","first-page":"43","DOI":"10.5815\/ijmecs.2017.05.06","volume":"9","author":"MRJ Qureshi","year":"2017","unstructured":"Qureshi, M. R. J., & Al-Geshari, W. (2017). Proposed automated framework to select suitable design pattern. International Journal of Modern Education and Computer Science, 9(5), 43.","journal-title":"International Journal of Modern Education and Computer Science"},{"key":"9610_CR43","doi-asserted-by":"crossref","unstructured":"Rahmati, R., Rasoolzadegan, A., & Dehkordy, D. T. (2019, October). An automated method for selecting gof design patterns. In\u00a02019 9th International Conference on Computer and Knowledge Engineering (ICCKE)\u00a0(pp. 345\u2013350). IEEE.","DOI":"10.1109\/ICCKE48569.2019.8965221"},{"key":"9610_CR44","doi-asserted-by":"crossref","unstructured":"Roli, F., & Marcialis, G. L. (2006, August). Semi-supervised PCA-based face recognition using self-training. In\u00a0Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR)\u00a0(pp. 560\u2013568). Springer, Berlin, Heidelberg.","DOI":"10.1007\/11815921_61"},{"key":"9610_CR45","doi-asserted-by":"crossref","unstructured":"Sanyawong, N., & Nantajeewarawat, E. (2014, July). Design pattern recommendation based-on a pattern usage hierarchy. In\u00a02014 International Computer Science and Engineering Conference (ICSEC)\u00a0(pp. 134\u2013139). IEEE.","DOI":"10.1109\/ICSEC.2014.6978183"},{"key":"9610_CR46","unstructured":"Schumacher, M., Fernandez-Buglioni, E., Hybertson, D., Buschmann, F., & Sommerlad, P. (2006).\u00a0Security patterns: Integrating security and systems engineering. John Wiley & Sons."},{"key":"9610_CR47","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1016\/j.patrec.2013.10.017","volume":"37","author":"F Schwenker","year":"2014","unstructured":"Schwenker, F., & Trentin, E. (2014). Pattern classification and clustering: A review of partially supervised learning approaches. Pattern Recognition Letters, 37, 4\u201314.","journal-title":"Pattern Recognition Letters"},{"issue":"1","key":"9610_CR48","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/505282.505283","volume":"34","author":"F Sebastiani","year":"2002","unstructured":"Sebastiani, F. (2002). Machine learning in automated text categorization. ACM Computing Surveys (CSUR), 34(1), 1\u201347.","journal-title":"ACM Computing Surveys (CSUR)"},{"issue":"3","key":"9610_CR49","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1007\/s11219-007-9013-8","volume":"15","author":"N Seliya","year":"2007","unstructured":"Seliya, N., & Khoshgoftaar, T. M. (2007). Software quality estimation with limited fault data: A semi-supervised learning perspective. Software Quality Journal, 15(3), 327\u2013344.","journal-title":"Software Quality Journal"},{"key":"9610_CR50","unstructured":"Shalloway, A., & Trott, J. R. (2005).\u00a0Design patterns explained: A new perspective on object-oriented design, 2\/E. Pearson Education India."},{"key":"9610_CR51","doi-asserted-by":"crossref","unstructured":"Sigdel, M., Din\u00e7, \u0130., Din\u00e7, S., Sigdel, M. S., Pusey, M. L., & Ayg\u00fcn, R. S. (2014, March). Evaluation of semi-supervised learning for classification of protein crystallization imagery. In\u00a0IEEE SOUTHEASTCON 2014\u00a0(pp. 1\u20136). IEEE.","DOI":"10.1109\/SECON.2014.6950649"},{"key":"9610_CR52","doi-asserted-by":"crossref","unstructured":"Tandel, S. S., Jamadar, A., & Dudugu, S. (2019, March). A survey on text mining techniques. In\u00a02019 5th International Conference on Advanced Computing & Communication Systems (ICACCS)\u00a0(pp. 1022\u20131026). IEEE.\u200f","DOI":"10.1109\/ICACCS.2019.8728547"},{"key":"9610_CR53","unstructured":"Tanenbaum, A. S., & Bos, H. (2015).\u00a0Modern operating systems\u00a0(4th ed.). Pearson. fourth edition. Pearson Education Limited."},{"issue":"4","key":"9610_CR54","first-page":"496","volume":"2","author":"SS Thabasum","year":"2012","unstructured":"Thabasum, S. S., & Sundar, M. (2012). A survey on software design pattern tools for pattern selection and implementation. International Journal of Computer Science & Communication Networks (IJCSCN), 2(4), 496\u2013500.","journal-title":"International Journal of Computer Science & Communication Networks (IJCSCN)"},{"issue":"2","key":"9610_CR55","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1007\/s10115-013-0706-y","volume":"42","author":"I Triguero","year":"2015","unstructured":"Triguero, I., Garc\u00eda, S., & Herrera, F. (2015). Self-labeled techniques for semi-supervised learning: Taxonomy, software and empirical study. Knowledge and Information Systems, 42(2), 245\u2013284.","journal-title":"Knowledge and Information Systems"},{"key":"9610_CR56","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1613\/jair.2934","volume":"37","author":"PD Turney","year":"2010","unstructured":"Turney, P. D., & Pantel, P. (2010). From frequency to meaning: Vector space models of semantics. Journal of Artificial Intelligence Research, 37, 141\u2013188.","journal-title":"Journal of Artificial Intelligence Research"},{"issue":"2","key":"9610_CR57","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1007\/s10994-019-05855-6","volume":"109","author":"JE Van Engelen","year":"2020","unstructured":"Van Engelen, J. E., & Hoos, H. H. (2020). A survey on semi-supervised learning. Machine Learning,109(2), 373\u2013440.","journal-title":"Machine Learning"},{"key":"9610_CR58","doi-asserted-by":"publisher","first-page":"176","DOI":"10.1016\/j.scico.2015.12.007","volume":"121","author":"P Velasco-Elizondo","year":"2016","unstructured":"Velasco-Elizondo, P., Mar\u00edn-Pi\u00f1a, R., Vazquez-Reyes, S., Mora-Soto, A., & Mejia, J. (2016). Knowledge representation and information extraction for analysing architectural patterns. Science of Computer Programming, 121, 176\u2013189.","journal-title":"Science of Computer Programming"},{"key":"9610_CR59","doi-asserted-by":"crossref","first-page":"892","DOI":"10.1007\/978-0-387-30164-8_749","volume-title":"Encyclopedia of machine learning Berlin","author":"X Zhu","year":"2011","unstructured":"Zhu, X. (2011). Semi-supervised learning. In C. Sammut & G. Webb (Eds.), Encyclopedia of machine learning Berlin (pp. 892\u2013897). Springer."}],"container-title":["Software Quality Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11219-022-09610-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11219-022-09610-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11219-022-09610-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,4]],"date-time":"2023-12-04T01:47:39Z","timestamp":1701654459000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11219-022-09610-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,5]]},"references-count":59,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,9]]}},"alternative-id":["9610"],"URL":"https:\/\/doi.org\/10.1007\/s11219-022-09610-4","relation":{},"ISSN":["0963-9314","1573-1367"],"issn-type":[{"value":"0963-9314","type":"print"},{"value":"1573-1367","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,1,5]]},"assertion":[{"value":"22 November 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 January 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing of interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}