{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T15:25:32Z","timestamp":1780932332329,"version":"3.54.1"},"reference-count":262,"publisher":"Association for Computing Machinery (ACM)","issue":"3","license":[{"start":{"date-parts":[[2022,3,7]],"date-time":"2022-03-07T00:00:00Z","timestamp":1646611200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001711","name":"Swiss National Science Foundation","doi-asserted-by":"crossref","award":["172799 and 183587"],"award-info":[{"award-number":["172799 and 183587"]}],"id":[{"id":"10.13039\/501100001711","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Softw. Eng. Methodol."],"published-print":{"date-parts":[[2022,7,31]]},"abstract":"<jats:p>Opinion mining, sometimes referred to as sentiment analysis, has gained increasing attention in software engineering (SE) studies. SE researchers have applied opinion mining techniques in various contexts, such as identifying developers\u2019 emotions expressed in code comments and extracting users\u2019 critics toward mobile apps. Given the large amount of relevant studies available, it can take considerable time for researchers and developers to figure out which approaches they can adopt in their own studies and what perils these approaches entail.<\/jats:p>\n          <jats:p>We conducted a systematic literature review involving 185 papers. More specifically, we present (1) well-defined categories of opinion mining-related software development activities, (2) available opinion mining approaches, whether they are evaluated when adopted in other studies, and how their performance is compared, (3) available datasets for performance evaluation and tool customization, and (4) concerns or limitations SE researchers might need to take into account when applying\/customizing these opinion mining techniques. The results of our study serve as references to choose suitable opinion mining tools for software development activities and provide critical insights for the further development of opinion mining techniques in the SE domain.<\/jats:p>","DOI":"10.1145\/3490388","type":"journal-article","created":{"date-parts":[[2022,3,7]],"date-time":"2022-03-07T10:24:54Z","timestamp":1646648694000},"page":"1-41","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":64,"title":["Opinion Mining for Software Development: A Systematic Literature Review"],"prefix":"10.1145","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6307-8460","authenticated-orcid":false,"given":"Bin","family":"Lin","sequence":"first","affiliation":[{"name":"Software Institute - Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nathan","family":"Cassee","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander","family":"Serebrenik","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriele","family":"Bavota","sequence":"additional","affiliation":[{"name":"Software Institute - Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nicole","family":"Novielli","sequence":"additional","affiliation":[{"name":"University of Bari, Bari, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michele","family":"Lanza","sequence":"additional","affiliation":[{"name":"Software Institute - Universit\u00e0 della Svizzera italiana, Lugano, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2022,3,7]]},"reference":[{"key":"e_1_3_2_2_2","unstructured":"[n. d.]. ACM Digital Library. Retrieved from https:\/\/dl.acm.org\/."},{"key":"e_1_3_2_3_2","unstructured":"[n. d.]. Aylien. Retrieved from https:\/\/aylien.com."},{"key":"e_1_3_2_4_2","unstructured":"[n. d.]. Elsevier ScienceDirect. Retrieved from https:\/\/www.sciencedirect.com\/."},{"key":"e_1_3_2_5_2","unstructured":"[n. d.]. IEEE Xplore Digital Library. Retrieved from https:\/\/ieeexplore.ieee.org\/."},{"key":"e_1_3_2_6_2","unstructured":"[n. d.]. Introduction to the Syuzhet Package. Retrieved from https:\/\/cran.r-project.org\/web\/packages\/syuzhet\/vignettes\/syuzhet-vignette.html."},{"key":"e_1_3_2_7_2","unstructured":"[n. d.]. LIWC2015. Retrieved from https:\/\/liwc.wpengine.com."},{"key":"e_1_3_2_8_2","unstructured":"[n. d.]. Microsoft Azure Text Analytics. Retrieved from https:\/\/azure.microsoft.com\/en-us\/services\/cognitive-services\/text-analytics\/."},{"key":"e_1_3_2_9_2","unstructured":"[n. d.]. Rosette Sentiment Analyzer. Retrieved from https:\/\/www.rosette.com\/capability\/sentiment-analyzer\/."},{"key":"e_1_3_2_10_2","unstructured":"[n. d.]. Scopus. Retrieved from https:\/\/www.scopus.com\/."},{"key":"e_1_3_2_11_2","unstructured":"[n. d.]. SentiSE. Retrieved from https:\/\/github.com\/amiangshu\/SentiSE."},{"key":"e_1_3_2_12_2","unstructured":"[n. d.]. Springer Link Online Library. Retrieved from https:\/\/link.springer.com\/."},{"key":"e_1_3_2_13_2","unstructured":"[n. d.]. TextBlob: Simplified Text Processing. Retrieved from https:\/\/textblob.readthedocs.io\/."},{"key":"e_1_3_2_14_2","unstructured":"[n. d.]. Watson Natural Language Understanding. Retrieved from https:\/\/www.ibm.com\/cloud\/watson-natural-language-understanding."},{"key":"e_1_3_2_15_2","unstructured":"[n. d.]. Wiley Online Library. Retrieved from https:\/\/onlinelibrary.wiley.com\/."},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/IEEESTD.2017.8100771"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1109\/AIRE.2018.00007"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00057"},{"key":"e_1_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-019-09743-4"},{"key":"e_1_3_2_20_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2017.8115623"},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1145\/3306446.3340824"},{"key":"e_1_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1109\/MOBILESoft.2017.3"},{"key":"e_1_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.3390\/app9193944"},{"key":"e_1_3_2_24_2","doi-asserted-by":"publisher","DOI":"10.3837\/tiis.2019.08.021"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2017.43"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1109\/AINA.2016.148"},{"key":"e_1_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.14318\/hau7.1.023"},{"key":"e_1_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1109\/COMCOM.2017.8167099"},{"key":"e_1_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2019.06.005"},{"key":"e_1_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2018.04.012"},{"key":"e_1_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1109\/REW.2017.76"},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/s18-1037"},{"key":"e_1_3_2_33_2","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.5358"},{"key":"e_1_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME46990.2020.00025"},{"key":"e_1_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2019.00020"},{"key":"e_1_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2901781"},{"key":"e_1_3_2_37_2","doi-asserted-by":"publisher","DOI":"10.5555\/944919.944937"},{"key":"e_1_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1109\/CTS.2012.6261099"},{"key":"e_1_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASWEC.2018.00013"},{"key":"e_1_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.105633"},{"key":"e_1_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-017-9546-9"},{"key":"e_1_3_2_42_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACIIW.2017.8272591"},{"key":"e_1_3_2_43_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2013.6606604"},{"key":"e_1_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE43902.2021.00115"},{"key":"e_1_3_2_45_2","doi-asserted-by":"publisher","DOI":"10.1145\/2568225.2568263"},{"key":"e_1_3_2_46_2","doi-asserted-by":"publisher","DOI":"10.1145\/3338906.3338977"},{"key":"e_1_3_2_47_2","doi-asserted-by":"publisher","DOI":"10.1109\/SEmotion.2019.00013"},{"key":"e_1_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2017.7884612"},{"key":"e_1_3_2_49_2","doi-asserted-by":"publisher","DOI":"10.1145\/3239235.3267434"},{"key":"e_1_3_2_50_2","doi-asserted-by":"publisher","DOI":"10.1145\/1276318.1276363"},{"key":"e_1_3_2_51_2","doi-asserted-by":"publisher","DOI":"10.5220\/0005830604640471"},{"key":"e_1_3_2_52_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-15538-4_4"},{"key":"e_1_3_2_53_2","first-page":"250","volume-title":"Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics","author":"Danescu-Niculescu-Mizil Cristian","year":"2013","unstructured":"Cristian Danescu-Niculescu-Mizil, Moritz Sudhof, Dan Jurafsky, Jure Leskovec, and Christopher Potts. 2013. A computational approach to politeness with application to social factors. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics. The Association for Computer Linguistics, 250\u2013259. Retrieved from https:\/\/www.aclweb.org\/anthology\/P13-1025\/."},{"key":"e_1_3_2_54_2","doi-asserted-by":"publisher","DOI":"10.1145\/775152.775226"},{"key":"e_1_3_2_55_2","doi-asserted-by":"publisher","DOI":"10.1109\/NAturaLiSE.2013.6611717"},{"key":"e_1_3_2_56_2","doi-asserted-by":"publisher","DOI":"10.1109\/NAturaLiSE.2013.6611717"},{"key":"e_1_3_2_57_2","doi-asserted-by":"publisher","DOI":"10.1109\/REW.2017.58"},{"key":"e_1_3_2_58_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194936"},{"key":"e_1_3_2_59_2","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.73"},{"key":"e_1_3_2_60_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2018.00026"},{"key":"e_1_3_2_61_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194935"},{"key":"e_1_3_2_62_2","doi-asserted-by":"publisher","DOI":"10.1145\/3266237.3266272"},{"key":"e_1_3_2_63_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2017.40"},{"key":"e_1_3_2_64_2","doi-asserted-by":"publisher","DOI":"10.4304\/jsw.9.2.343-349"},{"key":"e_1_3_2_65_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.11.160"},{"key":"e_1_3_2_66_2","doi-asserted-by":"publisher","DOI":"10.1109\/SEmotion.2019.00011"},{"key":"e_1_3_2_67_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-29374-1_32"},{"key":"e_1_3_2_68_2","doi-asserted-by":"publisher","DOI":"10.1145\/3306446.3340816"},{"key":"e_1_3_2_69_2","doi-asserted-by":"publisher","DOI":"10.1145\/2487575.2488202"},{"key":"e_1_3_2_70_2","doi-asserted-by":"publisher","DOI":"10.1145\/3338906.3338943"},{"key":"e_1_3_2_71_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-NIER.2017.18"},{"key":"e_1_3_2_72_2","doi-asserted-by":"publisher","DOI":"10.1145\/3236024.3264595"},{"key":"e_1_3_2_73_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-SEIP.2019.00040"},{"key":"e_1_3_2_74_2","doi-asserted-by":"publisher","DOI":"10.1109\/CGC.2013.71"},{"key":"e_1_3_2_75_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2016.11.027"},{"key":"e_1_3_2_76_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2015.57"},{"key":"e_1_3_2_77_2","doi-asserted-by":"publisher","DOI":"10.1109\/VISSOFT.2013.6650529"},{"key":"e_1_3_2_78_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00766-017-0274-x"},{"key":"e_1_3_2_79_2","doi-asserted-by":"publisher","DOI":"10.1109\/ESEM.2015.7321214"},{"key":"e_1_3_2_80_2","doi-asserted-by":"publisher","DOI":"10.1145\/2597073.2597118"},{"key":"e_1_3_2_81_2","doi-asserted-by":"publisher","DOI":"10.1109\/VISSOFT.2014.33"},{"key":"e_1_3_2_82_2","doi-asserted-by":"publisher","DOI":"10.1145\/2491411.2494578"},{"key":"e_1_3_2_83_2","doi-asserted-by":"publisher","DOI":"10.1145\/2491411.2494578"},{"key":"e_1_3_2_84_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2015.88"},{"key":"e_1_3_2_85_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2017.88"},{"key":"e_1_3_2_86_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2014.6912257"},{"key":"e_1_3_2_87_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.joi.2017.06.005"},{"key":"e_1_3_2_88_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2019.02.010"},{"key":"e_1_3_2_89_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-017-9599-6"},{"key":"e_1_3_2_90_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-26285-7_19"},{"key":"e_1_3_2_91_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-018-9617-6"},{"key":"e_1_3_2_92_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2016.12.002"},{"key":"e_1_3_2_93_2","doi-asserted-by":"publisher","DOI":"10.1145\/3238147.3238208"},{"key":"e_1_3_2_94_2","doi-asserted-by":"publisher","DOI":"10.1145\/3282894.3282895"},{"key":"e_1_3_2_95_2","doi-asserted-by":"publisher","DOI":"10.1109\/APSEC48747.2019.00075"},{"key":"e_1_3_2_96_2","volume-title":"Proceedings of the 8th International Conference on Weblogs and Social Media (\u201914)","author":"Hutto Clayton J.","year":"2014","unstructured":"Clayton J. Hutto and Eric Gilbert. 2014. VADER: A parsimonious rule-based model for sentiment analysis of social media text. In Proceedings of the 8th International Conference on Weblogs and Social Media (\u201914). The AAAI Press. Retrieved from http:\/\/www.aaai.org\/ocs\/index.php\/ICWSM\/ICWSM14\/paper\/view\/8109."},{"key":"e_1_3_2_97_2","doi-asserted-by":"publisher","DOI":"10.4108\/eai.30-11-2016.2266941"},{"key":"e_1_3_2_98_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2013.6624001"},{"key":"e_1_3_2_99_2","doi-asserted-by":"publisher","DOI":"10.3906\/elk-1502-173"},{"key":"e_1_3_2_100_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194938"},{"key":"e_1_3_2_101_2","doi-asserted-by":"publisher","DOI":"10.1145\/3297280.3297455"},{"key":"e_1_3_2_102_2","doi-asserted-by":"publisher","DOI":"10.4018\/IJSI.2016100103"},{"key":"e_1_3_2_103_2","doi-asserted-by":"publisher","DOI":"10.1109\/SERA.2016.7516145"},{"key":"e_1_3_2_104_2","doi-asserted-by":"publisher","DOI":"10.1109\/ESEM.2017.67"},{"key":"e_1_3_2_105_2","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2018.8330245"},{"key":"e_1_3_2_106_2","doi-asserted-by":"publisher","DOI":"10.1145\/3167132.3167296"},{"key":"e_1_3_2_107_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2018.08.030"},{"key":"e_1_3_2_108_2","doi-asserted-by":"publisher","DOI":"10.1109\/ECTICon.2013.6559593"},{"key":"e_1_3_2_109_2","unstructured":"CEUR Workshop Proceedings Joint Proceedings of REFSQ-2017 Workshops Doctoral Symposium Research Method Track and Poster Track co-located with the 22nd International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ\u201917) 1796 Nishant Jha Anas Mahmoud Eric Knauss Angelo Susi David Ameller Daniel M. Berry Fabiano Dalpiaz Maya Daneva Marian Daun Oscar Dieste Peter Forbrig Eduard C. Groen Andrea Herrmann Jennifer Horkoff Fitsum Meshesha Kifetew Marite Kirikova Alessia Knauss Patrick Maeder Fabio Massacci Cristina Palomares Jolita Ralyt\u00e9 Ahmed Seffah Alberto Siena Bastian Tenbergen MARC: A mobile application review classifier 2017"},{"key":"e_1_3_2_110_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-018-9605-x"},{"key":"e_1_3_2_111_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-019-09716-7"},{"key":"e_1_3_2_112_2","doi-asserted-by":"publisher","DOI":"10.1145\/3344158"},{"key":"e_1_3_2_113_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-06605-9_48"},{"key":"e_1_3_2_114_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-016-9493-x"},{"key":"e_1_3_2_115_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2015.02.055"},{"key":"e_1_3_2_116_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2019.00070"},{"key":"e_1_3_2_117_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICECA.2018.8474619"},{"key":"e_1_3_2_118_2","doi-asserted-by":"publisher","DOI":"10.1145\/2915970.2916003"},{"key":"e_1_3_2_119_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2019.00018"},{"key":"e_1_3_2_120_2","doi-asserted-by":"publisher","DOI":"10.1109\/SNAMS.2019.8931820"},{"key":"e_1_3_2_121_2","unstructured":"Barbara Kitchenham and Stuart Charters. 2007. Guidelines for Performing Systematic Literature Reviews in Software Engineering. Technical Report. EBSE 2007-001. Keele University and Durham University Joint Report."},{"key":"e_1_3_2_122_2","doi-asserted-by":"publisher","DOI":"10.1007\/s42979-020-00149-4"},{"key":"e_1_3_2_123_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3067000"},{"key":"e_1_3_2_124_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91800-6_13"},{"key":"e_1_3_2_125_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2017.82"},{"key":"e_1_3_2_126_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2017.86"},{"key":"e_1_3_2_127_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2017.53"},{"key":"e_1_3_2_128_2","doi-asserted-by":"publisher","DOI":"10.1109\/MS.2019.2922949"},{"key":"e_1_3_2_129_2","doi-asserted-by":"publisher","DOI":"10.1109\/JCSSE.2013.6567355"},{"key":"e_1_3_2_130_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2017.12.028"},{"key":"e_1_3_2_131_2","doi-asserted-by":"publisher","DOI":"10.1002\/asi.24067"},{"key":"e_1_3_2_132_2","doi-asserted-by":"publisher","DOI":"10.1109\/APSEC48747.2019.00060"},{"key":"e_1_3_2_133_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-018-6445-z"},{"key":"e_1_3_2_134_2","unstructured":"Sherlock Licorish and Stephen MacDonell. 2014. Relating IS developers\u2019 attitudes to engagement. In Proceedings of the 25th Australasian Conference on Information Systems (ACIS\u201914) . 1\u201310."},{"key":"e_1_3_2_135_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2017.12.005"},{"key":"e_1_3_2_136_2","doi-asserted-by":"publisher","DOI":"10.1145\/3084226.3084246"},{"key":"e_1_3_2_137_2","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.5106305"},{"key":"e_1_3_2_138_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00066"},{"key":"e_1_3_2_139_2","doi-asserted-by":"publisher","DOI":"10.1145\/3180155.3180195"},{"key":"e_1_3_2_140_2","doi-asserted-by":"publisher","DOI":"10.1145\/3180155.3180195"},{"key":"e_1_3_2_141_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-19460-3_11"},{"key":"e_1_3_2_142_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-19460-3"},{"key":"e_1_3_2_143_2","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139084789"},{"key":"e_1_3_2_144_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-3223-4_13"},{"key":"e_1_3_2_145_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2018.00024"},{"key":"e_1_3_2_146_2","doi-asserted-by":"publisher","DOI":"10.1109\/SITIS.2016.97"},{"key":"e_1_3_2_147_2","doi-asserted-by":"publisher","DOI":"10.1049\/iet-sen.2018.5192"},{"key":"e_1_3_2_148_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2891543"},{"key":"e_1_3_2_149_2","doi-asserted-by":"publisher","DOI":"10.1002\/smr.2112"},{"key":"e_1_3_2_150_2","doi-asserted-by":"publisher","DOI":"10.1145\/3084226.3084241"},{"key":"e_1_3_2_151_2","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186168"},{"key":"e_1_3_2_152_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICGSE.2009.33"},{"key":"e_1_3_2_153_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00766-016-0251-9"},{"key":"e_1_3_2_154_2","doi-asserted-by":"publisher","DOI":"10.1109\/MS.2019.2919573"},{"key":"e_1_3_2_155_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2901752"},{"key":"e_1_3_2_156_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2017.10.002"},{"key":"e_1_3_2_157_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2017.47"},{"key":"e_1_3_2_158_2","doi-asserted-by":"publisher","DOI":"10.1109\/SEmotion.2017.6"},{"key":"e_1_3_2_159_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2016.2630689"},{"key":"e_1_3_2_160_2","volume-title":"Proceedings of the Pacific Asia Conference On Information Systems (PACIS)","author":"Matthies Benjamin","year":"2016","unstructured":"Benjamin Matthies. 2016. Feature-based sentiment analysis of codified project knowledge: A dictionary approach. In Proceedings of the Pacific Asia Conference On Information Systems (PACIS). Association for Information System."},{"key":"e_1_3_2_161_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-015-9375-7"},{"key":"e_1_3_2_162_2","doi-asserted-by":"publisher","DOI":"10.1145\/2993259.2993268"},{"key":"e_1_3_2_163_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-29551-6_71"},{"key":"e_1_3_2_164_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2013.03.008"},{"key":"e_1_3_2_165_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2018.08.003"},{"key":"e_1_3_2_166_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-62105-0_5"},{"key":"e_1_3_2_167_2","doi-asserted-by":"publisher","DOI":"10.1109\/Innovate-Data.2018.00010"},{"key":"e_1_3_2_168_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-017-9526-0"},{"key":"e_1_3_2_169_2","doi-asserted-by":"publisher","DOI":"10.1145\/2597073.2597086"},{"key":"e_1_3_2_170_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-41278-3_24"},{"key":"e_1_3_2_171_2","doi-asserted-by":"publisher","DOI":"10.1145\/945645.945658"},{"key":"e_1_3_2_172_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-018-9601-1"},{"key":"e_1_3_2_173_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-SEIS.2017.8"},{"key":"e_1_3_2_174_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2019.00038"},{"key":"e_1_3_2_175_2","doi-asserted-by":"publisher","DOI":"10.1145\/3340496.3342758"},{"key":"e_1_3_2_176_2","first-page":"93","volume-title":"Proceedings of the ESWC2011 Workshop on \u201cMaking Sense of Microposts\u201d: Big Things Come in Small Packages","author":"Nielsen Finn \u00c5rup","year":"2011","unstructured":"Finn \u00c5rup Nielsen. 2011. A new ANEW: Evaluation of a word list for sentiment analysis in microblogs. In Proceedings of the ESWC2011 Workshop on \u201cMaking Sense of Microposts\u201d: Big Things Come in Small Packages. 93\u201398."},{"key":"e_1_3_2_177_2","doi-asserted-by":"publisher","DOI":"10.5555\/3370272.3370278"},{"key":"e_1_3_2_178_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2019.2893171"},{"key":"e_1_3_2_179_2","doi-asserted-by":"publisher","DOI":"10.1145\/3379597.3387446"},{"key":"e_1_3_2_180_2","doi-asserted-by":"publisher","DOI":"10.1145\/2804381.2804387"},{"key":"e_1_3_2_181_2","doi-asserted-by":"publisher","DOI":"10.1145\/3196398.3196453"},{"key":"e_1_3_2_182_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-021-09960-w"},{"key":"e_1_3_2_183_2","doi-asserted-by":"publisher","DOI":"10.1145\/3196398.3196403"},{"key":"e_1_3_2_184_2","doi-asserted-by":"publisher","DOI":"10.1109\/MS.2019.2924013"},{"key":"e_1_3_2_185_2","doi-asserted-by":"publisher","DOI":"10.1145\/3463274.3463328"},{"key":"e_1_3_2_186_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2015.35"},{"key":"e_1_3_2_187_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-33515-5_12"},{"key":"e_1_3_2_188_2","doi-asserted-by":"publisher","DOI":"10.1145\/3273934.3273943"},{"key":"e_1_3_2_189_2","doi-asserted-by":"publisher","DOI":"10.1109\/SEmotion.2019.00017"},{"key":"e_1_3_2_190_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2903505"},{"key":"e_1_3_2_191_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2903505"},{"key":"e_1_3_2_192_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11334-017-0294-1"},{"key":"e_1_3_2_193_2","doi-asserted-by":"publisher","DOI":"10.1561\/1500000011"},{"key":"e_1_3_2_194_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSM.2015.7332474"},{"key":"e_1_3_2_195_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSM.2015.7332474"},{"key":"e_1_3_2_196_2","doi-asserted-by":"publisher","DOI":"10.1145\/2950290.2983938"},{"key":"e_1_3_2_197_2","doi-asserted-by":"publisher","DOI":"10.1145\/2484028.2484116"},{"key":"e_1_3_2_198_2","doi-asserted-by":"publisher","DOI":"10.1109\/CIC.2017.00014"},{"key":"e_1_3_2_199_2","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2019.8667987"},{"key":"e_1_3_2_200_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSM.2015.7332491"},{"key":"e_1_3_2_201_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-59288-6_28"},{"key":"e_1_3_2_202_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICTS.2019.8850962"},{"key":"e_1_3_2_203_2","doi-asserted-by":"publisher","DOI":"10.1145\/2597073.2597117"},{"key":"e_1_3_2_204_2","doi-asserted-by":"publisher","DOI":"10.1109\/AffectRE.2018.00010"},{"key":"e_1_3_2_205_2","doi-asserted-by":"publisher","DOI":"10.1109\/COMPSAC.2016.183"},{"key":"e_1_3_2_206_2","doi-asserted-by":"publisher","DOI":"10.1109\/SNPD.2016.7515956"},{"key":"e_1_3_2_207_2","doi-asserted-by":"publisher","DOI":"10.1109\/SCAM.2015.7335404"},{"key":"e_1_3_2_208_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.06.015"},{"key":"e_1_3_2_209_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE-NIER.2019.00016"},{"key":"e_1_3_2_210_2","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.2016.465"},{"key":"e_1_3_2_211_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2019.08.002"},{"key":"e_1_3_2_212_2","doi-asserted-by":"publisher","DOI":"10.18293\/SEKE2018-153"},{"key":"e_1_3_2_213_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0226281"},{"key":"e_1_3_2_214_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2759112"},{"key":"e_1_3_2_215_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2759112"},{"key":"e_1_3_2_216_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASEW.2015.10"},{"key":"e_1_3_2_217_2","doi-asserted-by":"publisher","DOI":"10.1145\/2993259.2993267"},{"key":"e_1_3_2_218_2","doi-asserted-by":"publisher","DOI":"10.1145\/3340496.3342756"},{"key":"e_1_3_2_219_2","doi-asserted-by":"publisher","DOI":"10.1109\/DASC\/PiCom\/CBDCom\/CyberSciTech.2019.00185"},{"key":"e_1_3_2_220_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2017.8115656"},{"key":"e_1_3_2_221_2","doi-asserted-by":"publisher","DOI":"10.1109\/APSEC.2017.79"},{"key":"e_1_3_2_222_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2903501"},{"key":"e_1_3_2_223_2","doi-asserted-by":"publisher","DOI":"10.1145\/2901739.2903501"},{"key":"e_1_3_2_224_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-37858-5_38"},{"key":"e_1_3_2_225_2","first-page":"2063","article-title":"Pattern for Python","volume":"13","author":"Smedt Tom De","year":"2012","unstructured":"Tom De Smedt and Walter Daelemans. 2012. Pattern for Python. J. Mach. Learn. Res. 13 (2012), 2063\u20132067. Retrieved from http:\/\/dl.acm.org\/citation.cfm?id=2343710.","journal-title":"J. Mach. Learn. Res."},{"key":"e_1_3_2_226_2","first-page":"1631","volume-title":"Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP\u201913)","author":"Socher Richard","year":"2013","unstructured":"Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher D. Manning, Andrew Y. Ng, and Christopher Potts. 2013. Recursive deep models for semantic compositionality over a sentiment treebank. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP\u201913). ACL, 1631\u20131642. Retrieved from https:\/\/www.aclweb.org\/anthology\/D13-1170\/."},{"key":"e_1_3_2_227_2","doi-asserted-by":"publisher","DOI":"10.1145\/2950290.2950299"},{"key":"e_1_3_2_228_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2015.12"},{"key":"e_1_3_2_229_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2017.27"},{"key":"e_1_3_2_230_2","doi-asserted-by":"publisher","DOI":"10.1109\/REW.2019.00046"},{"key":"e_1_3_2_231_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.05.037"},{"key":"e_1_3_2_232_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2016.06.009"},{"key":"e_1_3_2_233_2","doi-asserted-by":"publisher","DOI":"10.1002\/asi.21416"},{"key":"e_1_3_2_234_2","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2016.113"},{"key":"e_1_3_2_235_2","first-page":"34","volume-title":"Proceedings of 24th Annual International Conference on Computer Science and Software Engineering","author":"Tourani Parastou","year":"2014","unstructured":"Parastou Tourani, Yujuan Jiang, and Bram Adams. 2014. Monitoring sentiment in open source mailing lists: Exploratory study on the Apache ecosystem. In Proceedings of 24th Annual International Conference on Computer Science and Software Engineering, Joanna Ng, Jin Li, and Ken Wong (Eds.). IBM\/ACM, 34\u201344. Retrieved from http:\/\/dl.acm.org\/citation.cfm?id=2735528."},{"key":"e_1_3_2_236_2","doi-asserted-by":"publisher","DOI":"10.1109\/SERP4IoT.2019.00013"},{"key":"e_1_3_2_237_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2019.2900245"},{"key":"e_1_3_2_238_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2020.106277"},{"key":"e_1_3_2_239_2","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884818"},{"key":"e_1_3_2_240_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2015.101"},{"key":"e_1_3_2_241_2","doi-asserted-by":"publisher","DOI":"10.1002\/smr.2199"},{"key":"e_1_3_2_242_2","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2019.00058"},{"key":"e_1_3_2_243_2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2019.00031"},{"key":"e_1_3_2_244_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2017.61"},{"key":"e_1_3_2_245_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194934"},{"key":"e_1_3_2_246_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194934"},{"key":"e_1_3_2_247_2","doi-asserted-by":"publisher","DOI":"10.1145\/3194932.3194941"},{"key":"e_1_3_2_248_2","doi-asserted-by":"publisher","DOI":"10.1109\/MS.2019.2923408"},{"key":"e_1_3_2_249_2","doi-asserted-by":"publisher","DOI":"10.1109\/REW.2019.00022"},{"key":"e_1_3_2_250_2","doi-asserted-by":"publisher","DOI":"10.1109\/AffectRE.2018.00006"},{"key":"e_1_3_2_251_2","doi-asserted-by":"publisher","DOI":"10.1109\/SEmotion.2017.1"},{"key":"e_1_3_2_252_2","doi-asserted-by":"publisher","DOI":"10.1109\/RE.2017.14"},{"key":"e_1_3_2_253_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-29044-2"},{"key":"e_1_3_2_254_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSS53362.2021.00026"},{"key":"e_1_3_2_255_2","doi-asserted-by":"publisher","DOI":"10.1109\/APSECW.2017.13"},{"key":"e_1_3_2_256_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-69926-4_17"},{"key":"e_1_3_2_257_2","doi-asserted-by":"publisher","DOI":"10.1109\/APSEC.2018.00014"},{"key":"e_1_3_2_258_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME46990.2020.00017"},{"key":"e_1_3_2_259_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICPC.2013.6613842"},{"key":"e_1_3_2_260_2","doi-asserted-by":"publisher","DOI":"10.3390\/fi11020052"},{"key":"e_1_3_2_261_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-20161-5_34"},{"key":"e_1_3_2_262_2","doi-asserted-by":"publisher","DOI":"10.1108\/ECAM-02-2019-0097"},{"key":"e_1_3_2_263_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-38977-1_14"}],"container-title":["ACM Transactions on Software Engineering and Methodology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3490388","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3490388","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:30:43Z","timestamp":1750188643000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3490388"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,7]]},"references-count":262,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2022,7,31]]}},"alternative-id":["10.1145\/3490388"],"URL":"https:\/\/doi.org\/10.1145\/3490388","relation":{},"ISSN":["1049-331X","1557-7392"],"issn-type":[{"value":"1049-331X","type":"print"},{"value":"1557-7392","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,3,7]]},"assertion":[{"value":"2021-03-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-10-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-03-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}