{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,19]],"date-time":"2025-09-19T02:24:28Z","timestamp":1758248668683,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":29,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,11,7]],"date-time":"2023-11-07T00:00:00Z","timestamp":1699315200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,11,7]]},"DOI":"10.1145\/3629479.3629503","type":"proceedings-article","created":{"date-parts":[[2023,12,6]],"date-time":"2023-12-06T16:27:26Z","timestamp":1701880046000},"page":"228-235","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Evaluation of Automatic Test Case Generation for the Android Operating System using Deep Reinforcement Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3058-7052","authenticated-orcid":false,"given":"Ana Paula","family":"Cardoso","sequence":"first","affiliation":[{"name":"Universidade Federal do Amazonas-UFAM, Brasil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-8085-5182","authenticated-orcid":false,"given":"Cleicy Priscilla","family":"Santos","sequence":"additional","affiliation":[{"name":"Universidade Federal do Amazonas-UFAM, Brasil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-9402-0954","authenticated-orcid":false,"given":"Eliane","family":"Collins","sequence":"additional","affiliation":[{"name":"Instituto de Desenvolvimento Tecnol\u00f3gico, Brasil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-5417-6052","authenticated-orcid":false,"given":"Kelen","family":"Lima","sequence":"additional","affiliation":[{"name":"Universidade Federal do Amazonas-UFAM, Brasil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-0335-6125","authenticated-orcid":false,"given":"Pablo","family":"Quiroga","sequence":"additional","affiliation":[{"name":"Universidade Federal do Amazonas-UFAM, Brasil"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-3295-9132","authenticated-orcid":false,"given":"Marlon","family":"Griego","sequence":"additional","affiliation":[{"name":"Universidade Federal do Amazonas-UFAM, Brasil"}]}],"member":"320","published-online":{"date-parts":[[2023,12,6]]},"reference":[{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_1_1","unstructured":"[n. d.]. 2023. Android | A plataforma que redefine o imposs\u00edvel. Dispon\u00edvel em: https:\/\/www.android.com\/ Acessado em 20\/04\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_2_1","unstructured":"[n. d.]. 2023. Download Android Studio & App Tools - Android Developers. Dispon\u00edvel em: https:\/\/developer.android.com\/studio Acessado em 20\/04\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_3_1","unstructured":"[n. d.]. 2023. DRL-MOBTEST. Dispon\u00edvel em: https:\/\/anonymous.4open.science\/r\/DRL-MOBTEST-423B Acessado em 29\/06\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_4_1","unstructured":"[n. d.]. 2023. Enterprise Open Source and Linux | Ubuntu. Dispon\u00edvel em: https:\/\/ubuntu.com\/ Acessado em 03\/04\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_5_1","unstructured":"[n. d.]. 2023. GitHub - DroidTest\/TimeMachine: Time-travel Testing. Dispon\u00edvel em: https:\/\/github.com\/DroidTest\/TimeMachine Acessado em 20\/07\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_6_1","unstructured":"[n. d.]. 2023. GitHub - honeynet\/droidbot: A lightweight test input generator for Android. Similar to Monkey, but with more intelligence and cool features!Dispon\u00edvel em: https:\/\/github.com\/honeynet\/droidbot Acessado em 19\/04\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_7_1","unstructured":"[n. d.]. 2023. GitHub - openatx\/uiautomator2: Android Uiautomator2 Python Wrapper. Dispon\u00edvel em: https:\/\/github.com\/openatx\/uiautomator2 Acessado em 16\/05\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_8_1","unstructured":"[n. d.]. 2023. PyTorch. Dispon\u00edvel em: https:\/\/pytorch.org\/ Acessado em 10\/05\/2023."},{"volume-title":"d.]","year":"2023","key":"e_1_3_2_1_9_1","unstructured":"[n. d.]. 2023. Welcome to Python.org. Dispon\u00edvel em: https:\/\/www.python.org\/ Acessado em 06\/05\/2023."},{"volume-title":"Texas, USA)","key":"e_1_3_2_1_10_1","unstructured":"2014. CODASPY \u201914: Proceedings of the 4th ACM Conference on Data and Application Security and Privacy (San Antonio, Texas, USA). Association for Computing Machinery, New York, NY, USA."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3278186.3278187"},{"volume-title":"Introduction to software testing","author":"Ammann Paul","key":"e_1_3_2_1_12_1","unstructured":"Paul Ammann and Jeff Offutt. 2016. Introduction to software testing. Cambridge University Press."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2013.02.061"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474624.3474634"},{"key":"e_1_3_2_1_15_1","volume-title":"OAT: An Optimized Android Testing Framework Based on Reinforcement Learning. In International Symposium on Theoretical Aspects of Software Engineering. Springer, 38\u201358","author":"Du Mengjun","year":"2023","unstructured":"Mengjun Du, Peiyang Li, Lian Song, WK Chan, and Bo Jiang. 2023. OAT: An Optimized Android Testing Framework Based on Reinforcement Learning. In International Symposium on Theoretical Aspects of Software Engineering. Springer, 38\u201358."},{"key":"e_1_3_2_1_16_1","unstructured":"Jianqing Fan Zhaoran Wang Yuchen Xie and Zhuoran Yang. 2020. A theoretical analysis of deep Q-learning. In Learning for dynamics and control. PMLR 486\u2013489."},{"key":"e_1_3_2_1_17_1","unstructured":"Suhani Khurana. 2023. Android Game Testing using Reinforcement Learning. Ph.\u00a0D. Dissertation. Virginia Tech."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICPRIME.2013.6496451"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2018.2865733"},{"key":"e_1_3_2_1_20_1","volume-title":"Tom mitchell","author":"Learning Machine","year":"1997","unstructured":"Machine Learning. 1997. Tom mitchell. Publisher: McGraw Hill (1997)."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2931037.2931054"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3624032.3624043"},{"key":"e_1_3_2_1_23_1","volume-title":"Convergence of Q-learning: A simple proof","author":"Melo S","year":"2001","unstructured":"Francisco\u00a0S Melo. 2001. Convergence of Q-learning: A simple proof. Institute Of Systems and Robotics, Tech. Rep (2001), 1\u20134."},{"volume-title":"The art of software testing. Vol.\u00a02","author":"Myers J","key":"e_1_3_2_1_24_1","unstructured":"Glenford\u00a0J Myers, Tom Badgett, Todd\u00a0M Thomas, and Corey Sandler. 2004. The art of software testing. Vol.\u00a02. Wiley Online Library."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3395363.3397354"},{"key":"e_1_3_2_1_26_1","volume-title":"Markov decision processes. Handbooks in operations research and management science 2","author":"Puterman L","year":"1990","unstructured":"Martin\u00a0L Puterman. 1990. Markov decision processes. Handbooks in operations research and management science 2 (1990), 331\u2013434."},{"volume-title":"Reinforcement learning: An introduction","author":"Sutton S","key":"e_1_3_2_1_27_1","unstructured":"Richard\u00a0S Sutton and Andrew\u00a0G Barto. 2018. Reinforcement learning: An introduction. MIT press."},{"key":"e_1_3_2_1_28_1","unstructured":"Adriana\u00a0Rocha Vidal. 2011. Biblioteca Digital de Teses e Disserta\u00e7\u00f5es: Teste funcional sistem\u00e1tico estendido: uma contribui\u00e7\u00e3o na aplica\u00e7\u00e3o de crit\u00e9rios de teste caixa-preta. https:\/\/repositorio.bc.ufg.br\/tede\/handle\/tde\/2887. (Accessed on 01\/05\/2023)."},{"key":"e_1_3_2_1_29_1","volume-title":"Machine learning 8","author":"Watkins JCH","year":"1992","unstructured":"Christopher\u00a0JCH Watkins and Peter Dayan. 1992. Q-learning. Machine learning 8 (1992), 279\u2013292."}],"event":{"name":"SBQS '23: XXII Brazilian Symposium on Software Quality","acronym":"SBQS '23","location":"Bras\\'{\\i}lia Brazil"},"container-title":["Proceedings of the XXII Brazilian Symposium on Software Quality"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3629479.3629503","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3629479.3629503","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,18]],"date-time":"2025-09-18T17:14:17Z","timestamp":1758215657000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3629479.3629503"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,7]]},"references-count":29,"alternative-id":["10.1145\/3629479.3629503","10.1145\/3629479"],"URL":"https:\/\/doi.org\/10.1145\/3629479.3629503","relation":{},"subject":[],"published":{"date-parts":[[2023,11,7]]},"assertion":[{"value":"2023-12-06","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}