[{"date_updated":"2022-01-06T06:55:49Z","doi":"10.14257/ijast.2018.112.12","language":[{"iso":"eng"}],"title":"Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure","department":[{"_id":"36"},{"_id":"1"},{"_id":"579"}],"publication_status":"published","publication_identifier":{"issn":["2005-4238"],"eissn":["2207-6360"]},"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"_id":"2331","intvolume":" 112","page":"123-136","citation":{"bibtex":"@article{Kim_Lee_Dollmann_Geierhos_2018, title={Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure}, volume={112}, DOI={10.14257/ijast.2018.112.12}, journal={International Journal of Advanced Science and Technology}, publisher={SERSC Australia}, author={Kim, Yeongsu and Lee, Seungwoo and Dollmann, Markus and Geierhos, Michaela}, year={2018}, pages={123–136} }","mla":"Kim, Yeongsu, et al. “Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure.” International Journal of Advanced Science and Technology, vol. 112, SERSC Australia, 2018, pp. 123–36, doi:10.14257/ijast.2018.112.12.","apa":"Kim, Y., Lee, S., Dollmann, M., & Geierhos, M. (2018). Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure. International Journal of Advanced Science and Technology, 112, 123–136. https://doi.org/10.14257/ijast.2018.112.12","ama":"Kim Y, Lee S, Dollmann M, Geierhos M. Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure. International Journal of Advanced Science and Technology. 2018;112:123-136. doi:10.14257/ijast.2018.112.12","chicago":"Kim, Yeongsu , Seungwoo Lee, Markus Dollmann, and Michaela Geierhos. “Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure.” International Journal of Advanced Science and Technology 112 (2018): 123–36. https://doi.org/10.14257/ijast.2018.112.12.","ieee":"Y. Kim, S. Lee, M. Dollmann, and M. Geierhos, “Improving Classifiers for Semantic Annotation of Software Requirements with Elaborate Syntactic Structure,” International Journal of Advanced Science and Technology, vol. 112, pp. 123–136, 2018.","short":"Y. Kim, S. Lee, M. Dollmann, M. Geierhos, International Journal of Advanced Science and Technology 112 (2018) 123–136."},"year":"2018","type":"journal_article","abstract":[{"text":"A user generally writes software requirements in ambiguous and incomplete form by using natural language; therefore, a software developer may have difficulty in clearly understanding what the meanings are. To solve this problem with automation, we propose a classifier for semantic annotation with manually pre-defined semantic categories. To improve our classifier, we carefully designed syntactic features extracted by constituency and dependency parsers. Even with a small dataset and a large number of classes, our proposed classifier records an accuracy of 0.75, which outperforms the previous model, REaCT.","lang":"eng"}],"article_type":"original","ddc":["000"],"user_id":"477","keyword":["Software Engineering","Natural Language Processing","Semantic Annotation","Machine Learning","Feature Engineering","Syntactic Structure"],"publication":"International Journal of Advanced Science and Technology","file_date_updated":"2018-11-02T15:16:29Z","quality_controlled":"1","author":[{"last_name":"Kim","first_name":"Yeongsu ","full_name":"Kim, Yeongsu "},{"last_name":"Lee","full_name":"Lee, Seungwoo","first_name":"Seungwoo"},{"full_name":"Dollmann, Markus","first_name":"Markus","id":"27578","last_name":"Dollmann"},{"first_name":"Michaela","orcid":"0000-0002-8180-5606","full_name":"Geierhos, Michaela","last_name":"Geierhos","id":"42496"}],"publisher":"SERSC Australia","file":[{"file_id":"5297","creator":"ups","file_size":586968,"relation":"main_file","success":1,"content_type":"application/pdf","date_updated":"2018-11-02T15:16:29Z","date_created":"2018-11-02T15:16:29Z","file_name":"12.pdf","access_level":"closed"}],"volume":112,"date_created":"2018-04-13T09:19:22Z","has_accepted_license":"1","status":"public"}]