[{"title":"Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models","year":"2020","status":"public","author":[{"last_name":"Sharma","first_name":"Arnab","full_name":"Sharma, Arnab","id":"67200"},{"last_name":"Wehrheim","first_name":"Heike","full_name":"Wehrheim, Heike","id":"573"}],"date_updated":"2022-01-06T06:52:55Z","publication_status":"accepted","publisher":"ACM","_id":"16724","language":[{"iso":"eng"}],"user_id":"477","publication":"Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).","citation":{"short":"A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.","chicago":"Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” In <i>Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).</i> ACM, n.d.","ieee":"A. Sharma and H. Wehrheim, “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models,” in <i>Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).</i>","apa":"Sharma, A., &#38; Wehrheim, H. (n.d.). Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models. In <i>Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).</i> ACM.","bibtex":"@inproceedings{Sharma_Wehrheim, title={Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models}, booktitle={Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).}, publisher={ACM}, author={Sharma, Arnab and Wehrheim, Heike} }","ama":"Sharma A, Wehrheim H. Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models. In: <i>Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).</i> ACM.","mla":"Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” <i>Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).</i>, ACM."},"project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"name":"SFB 901 - Subproject B3","_id":"11"}],"date_created":"2020-04-19T14:01:53Z","type":"conference","department":[{"_id":"7"},{"_id":"77"}]},{"user_id":"477","publisher":"Springer","_id":"16725","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:52:55Z","publication_status":"accepted","author":[{"id":"50003","full_name":"Richter, Cedric","first_name":"Cedric","last_name":"Richter"},{"id":"48129","last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke"},{"full_name":"Jakobs, Marie-Christine","last_name":"Jakobs","first_name":"Marie-Christine"},{"full_name":"Wehrheim, Heike","first_name":"Heike","last_name":"Wehrheim","id":"573"}],"title":"Algorithm Selection for Software Validation Based on Graph Kernels","status":"public","year":"2020","department":[{"_id":"7"},{"_id":"77"},{"_id":"355"}],"type":"journal_article","date_created":"2020-04-19T14:08:06Z","project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"11","name":"SFB 901 - Subproject B3"},{"_id":"12","name":"SFB 901 - Subproject B4"}],"citation":{"ama":"Richter C, Hüllermeier E, Jakobs M-C, Wehrheim H. Algorithm Selection for Software Validation Based on Graph Kernels. <i>Journal of Automated Software Engineering</i>.","bibtex":"@article{Richter_Hüllermeier_Jakobs_Wehrheim, title={Algorithm Selection for Software Validation Based on Graph Kernels}, journal={Journal of Automated Software Engineering}, publisher={Springer}, author={Richter, Cedric and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike} }","mla":"Richter, Cedric, et al. “Algorithm Selection for Software Validation Based on Graph Kernels.” <i>Journal of Automated Software Engineering</i>, Springer.","short":"C. Richter, E. Hüllermeier, M.-C. Jakobs, H. Wehrheim, Journal of Automated Software Engineering (n.d.).","chicago":"Richter, Cedric, Eyke Hüllermeier, Marie-Christine Jakobs, and Heike Wehrheim. “Algorithm Selection for Software Validation Based on Graph Kernels.” <i>Journal of Automated Software Engineering</i>, n.d.","apa":"Richter, C., Hüllermeier, E., Jakobs, M.-C., &#38; Wehrheim, H. (n.d.). Algorithm Selection for Software Validation Based on Graph Kernels. <i>Journal of Automated Software Engineering</i>.","ieee":"C. Richter, E. Hüllermeier, M.-C. Jakobs, and H. Wehrheim, “Algorithm Selection for Software Validation Based on Graph Kernels,” <i>Journal of Automated Software Engineering</i>."},"publication":"Journal of Automated Software Engineering"},{"place":"Setúbal, Portugal","citation":{"ama":"Kersting J, Geierhos M. Aspect Phrase Extraction in Sentiment Analysis with Deep Learning. In: <i>Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)</i>. Setúbal, Portugal: SCITEPRESS; 2020:391--400.","bibtex":"@inproceedings{Kersting_Geierhos_2020, place={Setúbal, Portugal}, title={Aspect Phrase Extraction in Sentiment Analysis with Deep Learning}, booktitle={Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)}, publisher={SCITEPRESS}, author={Kersting, Joschka and Geierhos, Michaela}, year={2020}, pages={391--400} }","mla":"Kersting, Joschka, and Michaela Geierhos. “Aspect Phrase Extraction in Sentiment Analysis with Deep Learning.” <i>Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)</i>, SCITEPRESS, 2020, pp. 391--400.","short":"J. Kersting, M. Geierhos, in: Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020), SCITEPRESS, Setúbal, Portugal, 2020, pp. 391--400.","chicago":"Kersting, Joschka, and Michaela Geierhos. “Aspect Phrase Extraction in Sentiment Analysis with Deep Learning.” In <i>Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)</i>, 391--400. Setúbal, Portugal: SCITEPRESS, 2020.","apa":"Kersting, J., &#38; Geierhos, M. (2020). Aspect Phrase Extraction in Sentiment Analysis with Deep Learning. In <i>Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)</i> (pp. 391--400). Setúbal, Portugal: SCITEPRESS.","ieee":"J. Kersting and M. Geierhos, “Aspect Phrase Extraction in Sentiment Analysis with Deep Learning,” in <i>Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)</i>, Valetta, Malta, 2020, pp. 391--400."},"file_date_updated":"2020-09-18T09:27:00Z","project":[{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Subproject B1","_id":"9"}],"_id":"15580","publisher":"SCITEPRESS","page":"391--400","user_id":"58701","ddc":["000"],"conference":{"location":"Valetta, Malta","name":"International Conference on Agents and Artificial Intelligence (ICAART) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI)"},"status":"public","has_accepted_license":"1","date_created":"2020-01-15T08:35:07Z","file":[{"date_created":"2020-09-18T09:27:00Z","creator":"jkers","content_type":"application/pdf","success":1,"file_id":"19576","date_updated":"2020-09-18T09:27:00Z","relation":"main_file","access_level":"closed","file_size":421780,"file_name":"Kersting & Geierhos (2020), Kersting2020.pdf"}],"department":[{"_id":"579"}],"type":"conference","keyword":["Deep Learning","Natural Language Processing","Aspect-based Sentiment Analysis"],"publication":"Proceedings of the 12th International Conference on Agents and Artificial Intelligence (ICAART 2020) --  Special Session on Natural Language Processing in Artificial Intelligence (NLPinAI 2020)","abstract":[{"text":"This paper deals with aspect phrase extraction and classification in sentiment analysis. We summarize current approaches and datasets from the domain of aspect-based sentiment analysis. This domain detects sentiments expressed for individual aspects in unstructured text data. So far, mainly commercial user reviews for products or services such as restaurants were investigated. We here present our dataset consisting of German physician reviews, a sensitive and linguistically complex field. Furthermore, we describe the annotation process of a dataset for supervised learning with neural networks. Moreover, we introduce our model for extracting and classifying aspect phrases in one step, which obtains an F1-score of 80%. By applying it to a more complex domain, our approach and results outperform previous approaches.","lang":"eng"}],"language":[{"iso":"eng"}],"author":[{"first_name":"Joschka","last_name":"Kersting","full_name":"Kersting, Joschka","id":"58701"},{"id":"42496","full_name":"Geierhos, Michaela","orcid":"0000-0002-8180-5606","first_name":"Michaela","last_name":"Geierhos"}],"year":"2020","title":"Aspect Phrase Extraction in Sentiment Analysis with Deep Learning","date_updated":"2022-01-06T06:52:29Z"},{"file":[{"relation":"main_file","date_updated":"2020-09-18T09:25:30Z","file_name":"Buff et al. (2020), Buff2020.pdf","access_level":"closed","file_size":287956,"file_id":"19574","success":1,"content_type":"application/pdf","creator":"jkers","date_created":"2020-09-18T09:25:30Z"}],"date_created":"2020-01-15T08:49:25Z","keyword":["Identity Disclosure","Privacy Protection","Physician Review Website","De-Anonymization","Medical Domain"],"type":"conference","department":[{"_id":"579"}],"publication":"Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)","abstract":[{"lang":"eng","text":"When it comes to increased digitization in the health care domain, privacy is a relevant topic nowadays. This relates to patient data, electronic health records or physician reviews published online, for instance. There exist different approaches to the protection of individuals’ privacy, which focus on the anonymization and masking of personal information subsequent to their mining. In the medical domain in particular, measures to protect the privacy of patients are of high importance due to the amount of sensitive data that is involved (e.g. age, gender, illnesses, medication). While privacy breaches in structured data can be detected more easily, disclosure in written texts is more difficult to find automatically due to the unstructured nature of natural language. Therefore, we take a detailed look at existing research on areas related to privacy protection. Likewise, we review approaches to the automatic detection of privacy disclosure in different types of medical data. We provide a survey of several studies concerned with privacy breaches in the medical domain with a focus on Physician Review Websites (PRWs). Finally, we briefly develop implications and directions for further research."}],"language":[{"iso":"eng"}],"title":"Detection of Privacy Disclosure in the Medical Domain: A Survey","year":"2020","author":[{"last_name":"Buff","first_name":"Bianca","full_name":"Buff, Bianca"},{"last_name":"Kersting","first_name":"Joschka","full_name":"Kersting, Joschka","id":"58701"},{"orcid":"0000-0002-8180-5606","first_name":"Michaela","last_name":"Geierhos","full_name":"Geierhos, Michaela","id":"42496"}],"date_updated":"2022-01-06T06:52:30Z","place":"Setúbal, Portugal","file_date_updated":"2020-09-18T09:25:30Z","citation":{"ama":"Buff B, Kersting J, Geierhos M. Detection of Privacy Disclosure in the Medical Domain: A Survey. In: <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)</i>. Setúbal, Portugal: SCITEPRESS; 2020:630--637.","bibtex":"@inproceedings{Buff_Kersting_Geierhos_2020, place={Setúbal, Portugal}, title={Detection of Privacy Disclosure in the Medical Domain: A Survey}, booktitle={Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)}, publisher={SCITEPRESS}, author={Buff, Bianca and Kersting, Joschka and Geierhos, Michaela}, year={2020}, pages={630--637} }","mla":"Buff, Bianca, et al. “Detection of Privacy Disclosure in the Medical Domain: A Survey.” <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)</i>, SCITEPRESS, 2020, pp. 630--637.","chicago":"Buff, Bianca, Joschka Kersting, and Michaela Geierhos. “Detection of Privacy Disclosure in the Medical Domain: A Survey.” In <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)</i>, 630--637. Setúbal, Portugal: SCITEPRESS, 2020.","short":"B. Buff, J. Kersting, M. Geierhos, in: Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020), SCITEPRESS, Setúbal, Portugal, 2020, pp. 630--637.","apa":"Buff, B., Kersting, J., &#38; Geierhos, M. (2020). Detection of Privacy Disclosure in the Medical Domain: A Survey. In <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)</i> (pp. 630--637). Setúbal, Portugal: SCITEPRESS.","ieee":"B. Buff, J. Kersting, and M. Geierhos, “Detection of Privacy Disclosure in the Medical Domain: A Survey,” in <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2020)</i>, Valetta, Malta, 2020, pp. 630--637."},"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"page":"630--637","_id":"15582","publisher":"SCITEPRESS","ddc":["000"],"user_id":"58701","status":"public","conference":{"location":"Valetta, Malta","name":"International Conference on Pattern Recognition Applications and Methods (ICPRAM)"},"has_accepted_license":"1"},{"date_created":"2020-01-23T08:44:08Z","department":[{"_id":"34"},{"_id":"355"},{"_id":"26"}],"type":"conference","citation":{"mla":"Wever, Marcel Dominik, et al. <i>LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification</i>. Springer.","ama":"Wever MD, Tornede A, Mohr F, Hüllermeier E. LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification. In: Springer.","bibtex":"@inproceedings{Wever_Tornede_Mohr_Hüllermeier, title={LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification}, publisher={Springer}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke} }","apa":"Wever, M. D., Tornede, A., Mohr, F., &#38; Hüllermeier, E. (n.d.). <i>LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification</i>. Symposium on Intelligent Data Analysis, Konstanz, Germany.","ieee":"M. D. Wever, A. Tornede, F. Mohr, and E. Hüllermeier, “LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification,” presented at the Symposium on Intelligent Data Analysis, Konstanz, Germany.","chicago":"Wever, Marcel Dominik, Alexander Tornede, Felix Mohr, and Eyke Hüllermeier. “LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification.” Springer, n.d.","short":"M.D. Wever, A. Tornede, F. Mohr, E. Hüllermeier, in: Springer, n.d."},"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B2","_id":"10"},{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"abstract":[{"text":"In multi-label classification (MLC), each instance is associated with a set of class labels, in contrast to standard classification where an instance is assigned a single label. Binary relevance (BR) learning, which reduces a multi-label to a set of binary classification problems, one per label, is arguably the most straight-forward approach to MLC. In spite of its simplicity, BR proved to be competitive to more sophisticated MLC methods, and still achieves state-of-the-art performance for many loss functions. Somewhat surprisingly, the optimal choice of the base learner for tackling the binary classification problems has received very little attention so far. Taking advantage of the label independence assumption inherent to BR, we propose a label-wise base learner selection method optimizing label-wise macro averaged performance measures. In an extensive experimental evaluation, we find that or approach, called LiBRe, can significantly improve generalization performance.","lang":"eng"}],"_id":"15629","language":[{"iso":"eng"}],"publisher":"Springer","user_id":"5786","conference":{"end_date":"2020-04-27","location":"Konstanz, Germany","start_date":"2020-04-24","name":"Symposium on Intelligent Data Analysis"},"author":[{"id":"33176","full_name":"Wever, Marcel Dominik","first_name":"Marcel Dominik","last_name":"Wever","orcid":" https://orcid.org/0000-0001-9782-6818"},{"id":"38209","last_name":"Tornede","first_name":"Alexander","full_name":"Tornede, Alexander"},{"full_name":"Mohr, Felix","last_name":"Mohr","first_name":"Felix"},{"id":"48129","full_name":"Hüllermeier, Eyke","first_name":"Eyke","last_name":"Hüllermeier"}],"year":"2020","title":"LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification","status":"public","date_updated":"2022-01-06T06:52:30Z","publication_status":"accepted"},{"project":[{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"9","name":"SFB 901 - Subproject B1"},{"_id":"1","name":"SFB 901"}],"citation":{"mla":"Kersting, Joschka, and Michaela Geierhos. “Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis.” <i>Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference</i>, AAAI, 2020, pp. 282--285.","bibtex":"@inproceedings{Kersting_Geierhos_2020, place={North Miami Beach, FL, USA}, title={Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis}, booktitle={Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference}, publisher={AAAI}, author={Kersting, Joschka and Geierhos, Michaela}, year={2020}, pages={282--285} }","ama":"Kersting J, Geierhos M. Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis. In: <i>Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference</i>. North Miami Beach, FL, USA: AAAI; 2020:282--285.","ieee":"J. Kersting and M. Geierhos, “Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis,” in <i>Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference</i>, North Miami Beach, FL, USA, 2020, pp. 282--285.","apa":"Kersting, J., &#38; Geierhos, M. (2020). Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis. In <i>Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference</i> (pp. 282--285). North Miami Beach, FL, USA: AAAI.","short":"J. Kersting, M. Geierhos, in: Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference, AAAI, North Miami Beach, FL, USA, 2020, pp. 282--285.","chicago":"Kersting, Joschka, and Michaela Geierhos. “Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis.” In <i>Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference</i>, 282--285. North Miami Beach, FL, USA: AAAI, 2020."},"file_date_updated":"2020-09-18T09:39:08Z","place":"North Miami Beach, FL, USA","has_accepted_license":"1","conference":{"end_date":"2020-05-20","location":"North Miami Beach, FL, USA","name":"The 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference","start_date":"2020-05-17"},"status":"public","user_id":"58701","ddc":["000"],"_id":"15635","publisher":"AAAI","page":"282--285","publication":"Proceedings of the 33rd International Florida Artificial Intelligence Research Symposium (FLAIRS) Conference","department":[{"_id":"579"}],"type":"conference","date_created":"2020-01-24T09:10:09Z","file":[{"date_created":"2020-09-18T09:39:08Z","creator":"jkers","file_id":"19582","success":1,"content_type":"application/pdf","relation":"main_file","date_updated":"2020-09-18T09:39:08Z","file_name":"Kersting & Geierhos (2020b), Kersting2020b.pdf","file_size":464976,"access_level":"closed"}],"date_updated":"2022-01-06T06:52:31Z","author":[{"full_name":"Kersting, Joschka","last_name":"Kersting","first_name":"Joschka","id":"58701"},{"last_name":"Geierhos","orcid":"0000-0002-8180-5606","first_name":"Michaela","full_name":"Geierhos, Michaela","id":"42496"}],"year":"2020","title":"Neural Learning for Aspect Phrase Extraction and Classification in Sentiment Analysis","language":[{"iso":"eng"}]},{"project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - Subproject B1"},{"_id":"10","name":"SFB 901 - Subproject B2"},{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"citation":{"chicago":"Wever, Marcel Dominik, Lorijn van Rooijen, and Heiko Hamann. “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets.” <i>Evolutionary Computation</i> 28, no. 2 (2020): 165–193. <a href=\"https://doi.org/10.1162/evco_a_00266\">https://doi.org/10.1162/evco_a_00266</a>.","short":"M.D. Wever, L. van Rooijen, H. Hamann, Evolutionary Computation 28 (2020) 165–193.","ieee":"M. D. Wever, L. van Rooijen, and H. Hamann, “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets,” <i>Evolutionary Computation</i>, vol. 28, no. 2, pp. 165–193, 2020, doi: <a href=\"https://doi.org/10.1162/evco_a_00266\">10.1162/evco_a_00266</a>.","apa":"Wever, M. D., van Rooijen, L., &#38; Hamann, H. (2020). Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets. <i>Evolutionary Computation</i>, <i>28</i>(2), 165–193. <a href=\"https://doi.org/10.1162/evco_a_00266\">https://doi.org/10.1162/evco_a_00266</a>","bibtex":"@article{Wever_van Rooijen_Hamann_2020, title={Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets}, volume={28}, DOI={<a href=\"https://doi.org/10.1162/evco_a_00266\">10.1162/evco_a_00266</a>}, number={2}, journal={Evolutionary Computation}, publisher={MIT Press Journals}, author={Wever, Marcel Dominik and van Rooijen, Lorijn and Hamann, Heiko}, year={2020}, pages={165–193} }","ama":"Wever MD, van Rooijen L, Hamann H. Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets. <i>Evolutionary Computation</i>. 2020;28(2):165–193. doi:<a href=\"https://doi.org/10.1162/evco_a_00266\">10.1162/evco_a_00266</a>","mla":"Wever, Marcel Dominik, et al. “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets.” <i>Evolutionary Computation</i>, vol. 28, no. 2, MIT Press Journals, 2020, pp. 165–193, doi:<a href=\"https://doi.org/10.1162/evco_a_00266\">10.1162/evco_a_00266</a>."},"user_id":"15415","volume":28,"page":"165–193","_id":"15025","publisher":"MIT Press Journals","status":"public","type":"journal_article","department":[{"_id":"34"},{"_id":"355"},{"_id":"26"},{"_id":"63"},{"_id":"238"}],"date_created":"2019-11-18T14:19:19Z","related_material":{"link":[{"relation":"confirmation","url":"https://www.mitpressjournals.org/doi/pdf/10.1162/evco_a_00266"}]},"abstract":[{"lang":"eng","text":"In software engineering, the imprecise requirements of a user are transformed to a formal requirements specification during the requirements elicitation process. This process is usually guided by requirements engineers interviewing the user. We want to partially automate this first step of the software engineering process in order to enable users to specify a desired software system on their own. With our approach, users are only asked to provide exemplary behavioral descriptions. The problem of synthesizing a requirements specification from examples can partially be reduced to the problem of grammatical inference, to which we apply an active coevolutionary learning approach. However, this approach would usually require many feedback queries to be sent to the user. In this work, we extend and generalize our active learning approach to receive knowledge from multiple oracles, also known as proactive learning. The ‘user oracle’ represents input received from the user and the ‘knowledge oracle’ represents available, formalized domain knowledge. We call our two-oracle approach the ‘first apply knowledge then query’ (FAKT/Q) algorithm. We compare FAKT/Q to the active learning approach and provide an extensive benchmark evaluation. As result we find that the number of required user queries is reduced and the inference process is sped up significantly. Finally, with so-called On-The-Fly Markets, we present a motivation and an application of our approach where such knowledge is available."}],"issue":"2","publication":"Evolutionary Computation","doi":"10.1162/evco_a_00266","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2022-01-06T06:52:15Z","intvolume":"        28","title":"Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets","year":"2020","author":[{"id":"33176","first_name":"Marcel Dominik","last_name":"Wever","orcid":" https://orcid.org/0000-0001-9782-6818","full_name":"Wever, Marcel Dominik"},{"id":"58843","full_name":"van Rooijen, Lorijn","last_name":"van Rooijen","first_name":"Lorijn"},{"last_name":"Hamann","first_name":"Heiko","full_name":"Hamann, Heiko"}]},{"place":"Setúbal, Portugal","citation":{"short":"J. Kersting, M. Geierhos, in: Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, SCITEPRESS, Setúbal, Portugal, 2020, pp. 263--272.","chicago":"Kersting, Joschka, and Michaela Geierhos. “What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers.” In <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods</i>, 263--272. Setúbal, Portugal: SCITEPRESS, 2020.","apa":"Kersting, J., &#38; Geierhos, M. (2020). What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers. In <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods</i> (pp. 263--272). Setúbal, Portugal: SCITEPRESS.","ieee":"J. Kersting and M. Geierhos, “What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers,” in <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods</i>, Valetta, Malta, 2020, pp. 263--272.","ama":"Kersting J, Geierhos M. What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers. In: <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods</i>. Setúbal, Portugal: SCITEPRESS; 2020:263--272.","bibtex":"@inproceedings{Kersting_Geierhos_2020, place={Setúbal, Portugal}, title={What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers}, booktitle={Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods}, publisher={SCITEPRESS}, author={Kersting, Joschka and Geierhos, Michaela}, year={2020}, pages={263--272} }","mla":"Kersting, Joschka, and Michaela Geierhos. “What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers.” <i>Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods</i>, SCITEPRESS, 2020, pp. 263--272."},"file_date_updated":"2020-09-18T09:27:41Z","project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"_id":"15256","publisher":"SCITEPRESS","page":"263--272","ddc":["000"],"user_id":"58701","conference":{"name":"International Conference on Pattern Recognition Applications and Methods (ICPRAM)","location":"Valetta, Malta"},"status":"public","has_accepted_license":"1","date_created":"2019-12-06T13:09:42Z","file":[{"content_type":"application/pdf","success":1,"file_id":"19577","date_updated":"2020-09-18T09:27:41Z","relation":"main_file","file_size":963370,"access_level":"closed","file_name":"Kersting & Geierhos (2020c), Kersting2020c.pdf","date_created":"2020-09-18T09:27:41Z","creator":"jkers"}],"department":[{"_id":"579"}],"type":"conference","keyword":["Customer Reviews","Sentiment Analysis","Online Labour Markets"],"publication":"Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods","abstract":[{"lang":"eng","text":"This paper deals with online customer reviews of local multi-service providers. While many studies investigate product reviews and online labour markets with service providers delivering intangible products “over the wire”, we focus on websites where providers offer multiple distinct services that can be booked, paid and reviewed online but are performed locally offline. This type of service providers has so far been neglected in the literature. This paper analyses reviews and applies sentiment analysis. It aims to gain new insights into local multi-service providers’ performance. There is a broad literature range presented with regard to the topics addressed. The results show, among other things, that providers with good ratings continue to perform well over time. We find that many positive reviews seem to encourage sales. On average, quantitative star ratings and qualitative ratings in the form of review texts match. Further results are also achieved in this study."}],"language":[{"iso":"eng"}],"author":[{"id":"58701","full_name":"Kersting, Joschka","first_name":"Joschka","last_name":"Kersting"},{"orcid":"0000-0002-8180-5606","last_name":"Geierhos","first_name":"Michaela","full_name":"Geierhos, Michaela","id":"42496"}],"title":"What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers","year":"2020","date_updated":"2022-01-06T06:52:19Z"},{"status":"public","title":"Knowledge Graphs for Multilingual Language Translation and Generation","year":"2020","author":[{"last_name":"Moussalem","first_name":"Diego Campos","full_name":"Moussalem, Diego Campos"}],"date_updated":"2022-11-30T13:43:53Z","_id":"16935","language":[{"iso":"eng"}],"user_id":"477","doi":"10.17619/UNIPB/1-980","citation":{"mla":"Moussalem, Diego Campos. <i>Knowledge Graphs for Multilingual Language Translation and Generation</i>. 2020, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-980\">10.17619/UNIPB/1-980</a>.","bibtex":"@book{Moussalem_2020, title={Knowledge Graphs for Multilingual Language Translation and Generation}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-980\">10.17619/UNIPB/1-980</a>}, author={Moussalem, Diego Campos}, year={2020} }","ama":"Moussalem DC. <i>Knowledge Graphs for Multilingual Language Translation and Generation</i>.; 2020. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-980\">10.17619/UNIPB/1-980</a>","ieee":"D. 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Moussalem, Knowledge Graphs for Multilingual Language Translation and Generation, 2020.","chicago":"Moussalem, Diego Campos. <i>Knowledge Graphs for Multilingual Language Translation and Generation</i>, 2020. <a href=\"https://doi.org/10.17619/UNIPB/1-980\">https://doi.org/10.17619/UNIPB/1-980</a>."},"supervisor":[{"id":"65716","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","full_name":"Ngonga Ngomo, Axel-Cyrille"}],"project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"name":"SFB 901 - Subproject B2","_id":"10"}],"date_created":"2020-05-05T06:16:29Z","type":"dissertation","department":[{"_id":"574"}]},{"date_created":"2019-10-10T13:41:06Z","file":[{"date_updated":"2019-12-12T10:24:47Z","relation":"main_file","file_size":454532,"access_level":"closed","file_name":"Karl2019_Article_ACaseForANewITEcosystemOn-The-.pdf","success":1,"content_type":"application/pdf","file_id":"15311","creator":"ups","date_created":"2019-12-12T10:24:47Z"}],"department":[{"_id":"276"},{"_id":"75"},{"_id":"63"},{"_id":"77"}],"type":"journal_article","publication":"Business & Information Systems Engineering","issue":"6","language":[{"iso":"eng"}],"doi":"10.1007/s12599-019-00627-x","author":[{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger","id":"126"},{"full_name":"Kundisch, Dennis","last_name":"Kundisch","first_name":"Dennis","id":"21117"},{"last_name":"Meyer auf der Heide","first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm","id":"15523"},{"id":"573","last_name":"Wehrheim","first_name":"Heike","full_name":"Wehrheim, Heike"}],"year":"2020","title":"A Case for a New IT Ecosystem: On-The-Fly Computing","intvolume":"        62","date_updated":"2022-12-02T09:27:17Z","publication_status":"published","citation":{"ieee":"H. 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Target Inference in Argument Conclusion Generation. <i>Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)</i>, 4334–4345.","ieee":"M. Alshomary, S. Syed, M. Potthast, and H. Wachsmuth, “Target Inference in Argument Conclusion Generation,” in <i>Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)</i>, Seattle, USA, 2020, pp. 4334–4345.","short":"M. Alshomary, S. Syed, M. Potthast, H. Wachsmuth, in: Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020), Association for Computational Linguistics, 2020, pp. 4334–4345.","chicago":"Alshomary, Milad, Shahbaz Syed, Martin Potthast, and Henning Wachsmuth. “Target Inference in Argument Conclusion Generation.” In <i>Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)</i>, 4334–45. Proceedings of 58th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics, 2020.","mla":"Alshomary, Milad, et al. “Target Inference in Argument Conclusion Generation.” <i>Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)</i>, Association for Computational Linguistics, 2020, pp. 4334–45.","ama":"Alshomary M, Syed S, Potthast M, Wachsmuth H. Target Inference in Argument Conclusion Generation. In: <i>Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)</i>. Proceedings of 58th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics; 2020:4334-4345.","bibtex":"@inproceedings{Alshomary_Syed_Potthast_Wachsmuth_2020, series={Proceedings of 58th Annual Meeting of the Association for Computational Linguistics}, title={Target Inference in Argument Conclusion Generation}, booktitle={Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)}, publisher={Association for Computational Linguistics}, author={Alshomary, Milad and Syed, Shahbaz and Potthast, Martin and Wachsmuth, Henning}, year={2020}, pages={4334–4345}, collection={Proceedings of 58th Annual Meeting of the Association for Computational Linguistics} }"},"project":[{"name":"SFB 901: SFB 901","_id":"1"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - B1: SFB 901 - Subproject B1"}],"status":"public","conference":{"start_date":"2020.07.05","name":"58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)","location":"Seattle, USA","end_date":"2020.07.10"},"has_accepted_license":"1","page":"4334-4345","_id":"16868","publisher":"Association for Computational Linguistics","ddc":["000"],"user_id":"82920","publication":"Proceedings of 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020)","file":[{"content_type":"application/pdf","success":1,"file_id":"17054","date_updated":"2020-05-22T06:41:25Z","relation":"main_file","file_size":1572275,"access_level":"closed","file_name":"acl20-conclusion-generation-frame.pdf","date_created":"2020-05-22T06:41:25Z","creator":"sile2804"}],"date_created":"2020-04-27T10:11:00Z","type":"conference","department":[{"_id":"600"},{"_id":"568"}],"year":"2020","title":"Target Inference in Argument Conclusion Generation","author":[{"full_name":"Alshomary, Milad","last_name":"Alshomary","first_name":"Milad","id":"73059"},{"first_name":"Shahbaz","last_name":"Syed","full_name":"Syed, Shahbaz"},{"first_name":"Martin","last_name":"Potthast","full_name":"Potthast, Martin"},{"id":"3900","full_name":"Wachsmuth, Henning","last_name":"Wachsmuth","first_name":"Henning"}],"date_updated":"2022-05-09T15:06:52Z","language":[{"iso":"eng"}],"series_title":"Proceedings of 58th Annual Meeting of the Association for Computational Linguistics"},{"conference":{"end_date":"2019-04-12","location":"Washington, DC, USA","start_date":"2019-04-08","name":"2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)"},"status":"public","has_accepted_license":"1","publisher":"IFIP","_id":"3287","page":"116--124","ddc":["040"],"user_id":"35343","citation":{"chicago":"Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, 116--124. Washington, DC, USA: IFIP, 2019.","short":"S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019, pp. 116--124.","ieee":"S. B. Schneider, A. Sharma, H. Karl, and H. Wehrheim, “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets,” in <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, Washington, DC, USA, 2019, pp. 116--124.","apa":"Schneider, S. B., Sharma, A., Karl, H., &#38; Wehrheim, H. (2019). Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i> (pp. 116--124). Washington, DC, USA: IFIP.","bibtex":"@inproceedings{Schneider_Sharma_Karl_Wehrheim_2019, place={Washington, DC, USA}, title={Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets}, booktitle={2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)}, publisher={IFIP}, author={Schneider, Stefan Balthasar and Sharma, Arnab and Karl, Holger and Wehrheim, Heike}, year={2019}, pages={116--124} }","ama":"Schneider SB, Sharma A, Karl H, Wehrheim H. Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In: <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>. Washington, DC, USA: IFIP; 2019:116--124.","mla":"Schneider, Stefan Balthasar, et al. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, IFIP, 2019, pp. 116--124."},"file_date_updated":"2019-01-07T12:38:35Z","project":[{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"11","name":"SFB 901 - Subproject B3"},{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"},{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"},{"call_identifier":"5G PPP Phase 1","name":"SONATA NFV: Agile Service Development and Orchestration in 5G Virtualized Networks","_id":"25","grant_number":"671517"}],"place":"Washington, DC, USA","oa":"1","author":[{"id":"35343","last_name":"Schneider","orcid":"0000-0001-8210-4011","first_name":"Stefan Balthasar","full_name":"Schneider, Stefan Balthasar"},{"first_name":"Arnab","last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200"},{"id":"126","first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger"},{"id":"573","first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"year":"2019","title":"Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets","date_updated":"2022-01-06T06:59:09Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"http://dl.ifip.org/db/conf/im/im2019/188490.pdf"}],"publication":"2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)","abstract":[{"lang":"eng","text":"For optimal placement and orchestration of network services, it is crucial\r\nthat their structure and semantics are specified clearly and comprehensively\r\nand are available to an orchestrator. Existing specification approaches are\r\neither ambiguous or miss important aspects regarding the behavior of virtual\r\nnetwork functions (VNFs) forming a service. We propose to formally and\r\nunambiguously specify the behavior of these functions and services using\r\nQueuing Petri Nets (QPNs). QPNs are an established method that allows to\r\nexpress queuing, synchronization, stochastically distributed processing delays,\r\nand changing traffic volume and characteristics at each VNF. With QPNs,\r\nmultiple VNFs can be connected to complete network services in any structure,\r\neven specifying bidirectional network services containing loops.\r\n  We discuss how management and orchestration systems can benefit from our\r\nclear and comprehensive specification approach, leading to better placement of\r\nVNFs and improved Quality of Service. Another benefit of formally specifying\r\nnetwork services with QPNs are diverse analysis options, which allow valuable\r\ninsights such as the distribution of end-to-end delay. We propose a tool-based\r\nworkflow that supports the specification of network services and the automatic\r\ngeneration of corresponding simulation code to enable an in-depth analysis of\r\ntheir behavior and performance."}],"date_created":"2018-06-18T15:23:18Z","file":[{"relation":"main_file","date_updated":"2019-01-07T12:38:35Z","file_name":"ris_preprint.pdf","file_size":497528,"access_level":"open_access","file_id":"6504","content_type":"application/pdf","creator":"stschn","date_created":"2019-01-07T12:38:35Z"}],"department":[{"_id":"77"},{"_id":"75"}],"type":"conference"},{"language":[{"iso":"eng"}],"doi":"10.1016/j.microrel.2019.04.003","publication_identifier":{"issn":["0026-2714"]},"author":[{"id":"49051","full_name":"Witschen, Linus Matthias","first_name":"Linus Matthias","last_name":"Witschen"},{"id":"3118","last_name":"Wiersema","first_name":"Tobias","full_name":"Wiersema, Tobias"},{"last_name":"Ghasemzadeh Mohammadi","first_name":"Hassan","full_name":"Ghasemzadeh Mohammadi, Hassan","id":"61186"},{"full_name":"Awais, Muhammad","last_name":"Awais","first_name":"Muhammad","orcid":"https://orcid.org/0000-0003-4148-2969","id":"64665"},{"full_name":"Platzner, Marco","first_name":"Marco","last_name":"Platzner","id":"398"}],"title":"CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation","year":"2019","intvolume":"        99","publication_status":"published","date_updated":"2022-01-06T06:59:25Z","date_created":"2018-07-20T14:08:49Z","department":[{"_id":"78"}],"type":"journal_article","keyword":["Approximate Computing","Framework","Pareto Front","Accuracy"],"publication":"Microelectronics Reliability","abstract":[{"text":"Existing approaches and tools for the generation of approximate circuits often lack generality and are restricted to certain circuit types, approximation techniques, and quality assurance methods. Moreover, only few tools are publicly available. This hinders the development and evaluation of new techniques for approximating circuits and their comparison to previous approaches. In this paper, we first analyze and classify related approaches and then present CIRCA, our flexible framework for search-based approximate circuit generation. CIRCA is developed with a focus on modularity and extensibility. We present the architecture of CIRCA with its clear separation into stages and functional blocks, report on the current prototype, and show initial experiments.","lang":"eng"}],"publisher":"Elsevier","_id":"3585","page":"277-290","volume":99,"user_id":"49051","status":"public","citation":{"short":"L.M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, M. Platzner, Microelectronics Reliability 99 (2019) 277–290.","ama":"Witschen LM, Wiersema T, Ghasemzadeh Mohammadi H, Awais M, Platzner M. CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. <i>Microelectronics Reliability</i>. 2019;99:277-290. doi:<a href=\"https://doi.org/10.1016/j.microrel.2019.04.003\">10.1016/j.microrel.2019.04.003</a>","chicago":"Witschen, Linus Matthias, Tobias Wiersema, Hassan Ghasemzadeh Mohammadi, Muhammad Awais, and Marco Platzner. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” <i>Microelectronics Reliability</i> 99 (2019): 277–90. <a href=\"https://doi.org/10.1016/j.microrel.2019.04.003\">https://doi.org/10.1016/j.microrel.2019.04.003</a>.","bibtex":"@article{Witschen_Wiersema_Ghasemzadeh Mohammadi_Awais_Platzner_2019, title={CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation}, volume={99}, DOI={<a href=\"https://doi.org/10.1016/j.microrel.2019.04.003\">10.1016/j.microrel.2019.04.003</a>}, journal={Microelectronics Reliability}, publisher={Elsevier}, author={Witschen, Linus Matthias and Wiersema, Tobias and Ghasemzadeh Mohammadi, Hassan and Awais, Muhammad and Platzner, Marco}, year={2019}, pages={277–290} }","mla":"Witschen, Linus Matthias, et al. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” <i>Microelectronics Reliability</i>, vol. 99, Elsevier, 2019, pp. 277–90, doi:<a href=\"https://doi.org/10.1016/j.microrel.2019.04.003\">10.1016/j.microrel.2019.04.003</a>.","apa":"Witschen, L. M., Wiersema, T., Ghasemzadeh Mohammadi, H., Awais, M., &#38; Platzner, M. (2019). CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. <i>Microelectronics Reliability</i>, <i>99</i>, 277–290. <a href=\"https://doi.org/10.1016/j.microrel.2019.04.003\">https://doi.org/10.1016/j.microrel.2019.04.003</a>","ieee":"L. M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, and M. Platzner, “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation,” <i>Microelectronics Reliability</i>, vol. 99, pp. 277–290, 2019."},"project":[{"name":"SFB 901 - Subproject B4","_id":"12"},{"_id":"1","name":"SFB 901"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}]},{"publication":"Proceedings of the Software Engineering Conference (SE)","department":[{"_id":"34"},{"_id":"77"}],"type":"conference_abstract","date_created":"2019-02-19T08:28:23Z","date_updated":"2022-01-06T07:03:45Z","publication_status":"published","publication_identifier":{"isbn":["978-3-88579-686-2"]},"author":[{"id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma","first_name":"Arnab"},{"id":"573","full_name":"Wehrheim, Heike","first_name":"Heike","last_name":"Wehrheim"}],"year":"2019","title":"Testing Balancedness of ML Algorithms","language":[{"iso":"eng"}],"series_title":"Lecture Notes in Informatics (LNI)","project":[{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"11","name":"SFB 901 - Subproject B3"},{"_id":"1","name":"SFB 901"}],"citation":{"ama":"Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: <i>Proceedings of the Software Engineering Conference (SE)</i>. Vol P-292. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI); 2019:157-158.","bibtex":"@inproceedings{Sharma_Wehrheim_2019, place={Stuttgart}, series={Lecture Notes in Informatics (LNI)}, title={Testing Balancedness of ML Algorithms}, volume={P-292}, booktitle={Proceedings of the Software Engineering Conference (SE)}, publisher={Gesellschaft für Informatik e.V. (GI)}, author={Sharma, Arnab and Wehrheim, Heike}, year={2019}, pages={157–158}, collection={Lecture Notes in Informatics (LNI)} }","mla":"Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” <i>Proceedings of the Software Engineering Conference (SE)</i>, vol. P-292, Gesellschaft für Informatik e.V. (GI), 2019, pp. 157–58.","chicago":"Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In <i>Proceedings of the Software Engineering Conference (SE)</i>, P-292:157–58. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI), 2019.","short":"A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference (SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.","apa":"Sharma, A., &#38; Wehrheim, H. (2019). Testing Balancedness of ML Algorithms. In <i>Proceedings of the Software Engineering Conference (SE)</i> (Vol. P-292, pp. 157–158). Stuttgart: Gesellschaft für Informatik e.V. (GI).","ieee":"A. Sharma and H. Wehrheim, “Testing Balancedness of ML Algorithms,” in <i>Proceedings of the Software Engineering Conference (SE)</i>, Stuttgart, 2019, vol. P-292, pp. 157–158."},"place":"Stuttgart","conference":{"end_date":"2019-02-22","start_date":"2019-02-18","name":"Software Engineering(SE)","location":"Stuttgart"},"status":"public","volume":"P-292","user_id":"477","_id":"7752","publisher":"Gesellschaft für Informatik e.V. (GI)","page":"157 - 158"},{"publication_status":"published","date_updated":"2022-01-06T07:03:53Z","year":"2019","title":"Requirements Engineering in OTF-Computing","author":[{"id":"38837","first_name":"Frederik Simon","last_name":"Bäumer","full_name":"Bäumer, Frederik Simon"},{"id":"42496","orcid":"0000-0002-8180-5606","first_name":"Michaela","last_name":"Geierhos","full_name":"Geierhos, Michaela"}],"main_file_link":[{"url":"https://encyclopedia.pub/131","open_access":"1"}],"language":[{"iso":"eng"}],"publication":"encyclopedia.pub","keyword":["OTF Computing","Natural Language Processing","Requirements Engineering"],"type":"encyclopedia_article","department":[{"_id":"36"},{"_id":"1"},{"_id":"579"}],"date_created":"2019-03-05T08:54:37Z","status":"public","user_id":"42496","_id":"8312","publisher":"MDPI","quality_controlled":"1","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"citation":{"short":"F.S. Bäumer, M. Geierhos, in: Encyclopedia.Pub, MDPI, Basel, Switzerland, 2019.","chicago":"Bäumer, Frederik Simon, and Michaela Geierhos. “Requirements Engineering in OTF-Computing.” In <i>Encyclopedia.Pub</i>. Basel, Switzerland: MDPI, 2019.","apa":"Bäumer, F. S., &#38; Geierhos, M. (2019). Requirements Engineering in OTF-Computing. In <i>encyclopedia.pub</i>. Basel, Switzerland: MDPI.","ieee":"F. S. Bäumer and M. Geierhos, “Requirements Engineering in OTF-Computing,” in <i>encyclopedia.pub</i>, Basel, Switzerland: MDPI, 2019.","ama":"Bäumer FS, Geierhos M. Requirements Engineering in OTF-Computing. In: <i>Encyclopedia.Pub</i>. Basel, Switzerland: MDPI; 2019.","bibtex":"@inbook{Bäumer_Geierhos_2019, place={Basel, Switzerland}, title={Requirements Engineering in OTF-Computing}, booktitle={encyclopedia.pub}, publisher={MDPI}, author={Bäumer, Frederik Simon and Geierhos, Michaela}, year={2019} }","mla":"Bäumer, Frederik Simon, and Michaela Geierhos. “Requirements Engineering in OTF-Computing.” <i>Encyclopedia.Pub</i>, MDPI, 2019."},"oa":"1","place":"Basel, Switzerland"},{"author":[{"full_name":"Zhang, Shikun","last_name":"Zhang","first_name":"Shikun"}],"title":"Combining Android Apps for Analysis Purposes","year":"2019","status":"public","date_updated":"2022-01-06T07:03:41Z","publisher":"Universität Paderborn","_id":"7623","language":[{"iso":"eng"}],"page":"64","user_id":"477","citation":{"ama":"Zhang S. <i>Combining Android Apps for Analysis Purposes</i>. Universität Paderborn; 2019.","bibtex":"@book{Zhang_2019, title={Combining Android Apps for Analysis Purposes}, publisher={Universität Paderborn}, author={Zhang, Shikun}, year={2019} }","mla":"Zhang, Shikun. <i>Combining Android Apps for Analysis Purposes</i>. Universität Paderborn, 2019.","short":"S. Zhang, Combining Android Apps for Analysis Purposes, Universität Paderborn, 2019.","chicago":"Zhang, Shikun. <i>Combining Android Apps for Analysis Purposes</i>. Universität Paderborn, 2019.","apa":"Zhang, S. (2019). <i>Combining Android Apps for Analysis Purposes</i>. Universität Paderborn.","ieee":"S. Zhang, <i>Combining Android Apps for Analysis Purposes</i>. Universität Paderborn, 2019."},"supervisor":[{"last_name":"Wehrheim","first_name":"Heike","full_name":"Wehrheim, Heike","id":"573"}],"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B4","_id":"12"}],"date_created":"2019-02-12T06:13:43Z","department":[{"_id":"77"}],"type":"mastersthesis"}]