{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,7,1]],"date-time":"2024-07-01T05:51:09Z","timestamp":1719813069725},"reference-count":27,"publisher":"World Scientific Pub Co Pte Ltd","issue":"10","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Soft. Eng. Knowl. Eng."],"published-print":{"date-parts":[[2021,10]]},"abstract":" With the advent of web 2.0, web application architectures have been evolved, and their complexity has grown enormously. Due to the complexity, testing of web applications is getting time-consuming and intensive process. In today\u2019s web applications, users can achieve the same goal by performing different actions. To ensure that the entire system is safe and robust, developers try to test all possible user action sequences in the testing phase. Since the space of all the possibilities is enormous, covering all user action sequences can be impossible. To automate the test script generation task and reduce the space of the possible user action sequences, we propose a novel method based on long short-term memory (LSTM) network for generating test scripts from user clickstream data. The experiment results clearly show that generated hidden test sequences are user-like sequences, and the process of generating test scripts with the proposed model is less time-consuming than writing them manually. <\/jats:p>","DOI":"10.1142\/s0218194021500480","type":"journal-article","created":{"date-parts":[[2021,11,15]],"date-time":"2021-11-15T09:58:46Z","timestamp":1636970326000},"page":"1447-1468","source":"Crossref","is-referenced-by-count":13,"title":["On the Use of Generative Deep Learning Approaches for Generating Hidden Test Scripts"],"prefix":"10.1142","volume":"31","author":[{"given":"Mert","family":"Oz","sequence":"first","affiliation":[{"name":"Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey"}]},{"given":"Caner","family":"Kaya","sequence":"additional","affiliation":[{"name":"Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey"}]},{"given":"Erdi","family":"Olmezogullari","sequence":"additional","affiliation":[{"name":"Development Center, Microsoft, Oslo, Norway"}]},{"given":"Mehmet S.","family":"Aktas","sequence":"additional","affiliation":[{"name":"Computer Engineering Department, Yildiz Technical University, Istanbul, Turkey"}]}],"member":"219","published-online":{"date-parts":[[2021,11,15]]},"reference":[{"key":"S0218194021500480BIB001","volume-title":"The Art of Software Testing","author":"Myers G. J.","year":"2011","edition":"3"},{"key":"S0218194021500480BIB003","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-015-5314-x"},{"key":"S0218194021500480BIB004","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2019.2942921"},{"key":"S0218194021500480BIB005","doi-asserted-by":"publisher","DOI":"10.1109\/ICST.2016.16"},{"key":"S0218194021500480BIB006","doi-asserted-by":"publisher","DOI":"10.1109\/ICST.2016.15"},{"key":"S0218194021500480BIB007","first-page":"1","volume":"22","author":"Villalobos L.","year":"2019","journal-title":"CLEI Electron. J."},{"key":"S0218194021500480BIB008","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSE.2014.6926420"},{"key":"S0218194021500480BIB009","first-page":"105","volume-title":"Proc. IEEE\/ACM 1st Int. Conf. Automation of Software Test, 2020","author":"Yalla M."},{"key":"S0218194021500480BIB010","doi-asserted-by":"publisher","DOI":"10.1145\/3387903.3389312"},{"key":"S0218194021500480BIB011","volume-title":"Hands-on Unsupervised Learning Using Python: How to Build Applied Machine Learning Solutions from Unlabeled Data","author":"Patel A.","year":"2018"},{"issue":"21","key":"S0218194021500480BIB012","first-page":"1","volume":"30","author":"Baeth M.","year":"2018","journal-title":"Concurr. Comput Pract. Exp. E"},{"issue":"3","key":"S0218194021500480BIB013","first-page":"85","volume":"31","author":"Baeth M.","year":"2019","journal-title":"Concurr. Comput Pract. Exp. E"},{"key":"S0218194021500480BIB014","first-page":"1","author":"Aktas M.","year":"2019","journal-title":"Concurr. Comput. Pract. Exp. E"},{"issue":"3","key":"S0218194021500480BIB015","first-page":"77","volume":"31","author":"Riveni M.","year":"2019","journal-title":"Concurr. Comput. Pract. Exp. E"},{"key":"S0218194021500480BIB016","doi-asserted-by":"publisher","DOI":"10.1109\/SKG.2018.00009"},{"key":"S0218194021500480BIB017","doi-asserted-by":"publisher","DOI":"10.1109\/SKG.2016.010"},{"key":"S0218194021500480BIB018","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2006.05.009"},{"key":"S0218194021500480BIB019","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9378437"},{"key":"S0218194021500480BIB020","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9378153"},{"key":"S0218194021500480BIB021","first-page":"3173","author":"Olmezogullari E.","year":"2021","journal-title":"Concurr. Comput. Pract. Exp. E"},{"key":"S0218194021500480BIB022","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"S0218194021500480BIB023","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177729694"},{"key":"S0218194021500480BIB024","first-page":"311","volume-title":"Proc. 40th Annual Meeting of the Association for Computational Linguistics","author":"Papineni K.","year":"2002"},{"key":"S0218194021500480BIB025","doi-asserted-by":"publisher","DOI":"10.1121\/1.2016299"},{"key":"S0218194021500480BIB030","doi-asserted-by":"publisher","DOI":"10.2307\/1403464"},{"key":"S0218194021500480BIB032","doi-asserted-by":"publisher","DOI":"10.1145\/3196321.3196334"},{"key":"S0218194021500480BIB033","doi-asserted-by":"publisher","DOI":"10.1109\/iCMLDE49015.2019.00020"}],"container-title":["International Journal of Software Engineering and Knowledge Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218194021500480","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,11,15]],"date-time":"2021-11-15T09:59:42Z","timestamp":1636970382000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218194021500480"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,10]]},"references-count":27,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2021,10]]}},"alternative-id":["10.1142\/S0218194021500480"],"URL":"https:\/\/doi.org\/10.1142\/s0218194021500480","relation":{},"ISSN":["0218-1940","1793-6403"],"issn-type":[{"value":"0218-1940","type":"print"},{"value":"1793-6403","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,10]]}}}