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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."}],"user_id":"15415","department":[{"_id":"34"},{"_id":"355"},{"_id":"26"},{"_id":"63"},{"_id":"238"}],"project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B1","_id":"9"},{"_id":"10","name":"SFB 901 - Subproject B2"},{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"_id":"15025","language":[{"iso":"eng"}],"issue":"2","related_material":{"link":[{"url":"https://www.mitpressjournals.org/doi/pdf/10.1162/evco_a_00266","relation":"confirmation"}]},"publication_status":"published","citation":{"apa":"Wever, M. 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Visualize different: Towards researching the fit between taxonomy visualizations and taxonomy tasks. In <i>Tagungsband der 15. Internationalen Tagung Wirtschaftsinformatik 2020 (WI)</i>. Potsdam, Germany.","bibtex":"@inproceedings{Szopinski_Schoormann_Kundisch_2020, title={Visualize different: Towards researching the fit between taxonomy visualizations and taxonomy tasks}, booktitle={Tagungsband der 15. Internationalen Tagung Wirtschaftsinformatik 2020 (WI)}, author={Szopinski, Daniel and Schoormann, Thorsten and Kundisch, Dennis}, year={2020} }","short":"D. Szopinski, T. Schoormann, D. Kundisch, in: Tagungsband Der 15. Internationalen Tagung Wirtschaftsinformatik 2020 (WI), 2020.","mla":"Szopinski, Daniel, et al. “Visualize Different: Towards Researching the Fit between Taxonomy Visualizations and Taxonomy Tasks.” <i>Tagungsband Der 15. Internationalen Tagung Wirtschaftsinformatik 2020 (WI)</i>, 2020.","ama":"Szopinski D, Schoormann T, Kundisch D. 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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.","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.","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.","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."},"place":"Setúbal, Portugal","author":[{"first_name":"Joschka","last_name":"Kersting","id":"58701","full_name":"Kersting, Joschka"},{"first_name":"Michaela","last_name":"Geierhos","orcid":"0000-0002-8180-5606","full_name":"Geierhos, Michaela","id":"42496"}],"date_updated":"2022-01-06T06:52:19Z","conference":{"location":"Valetta, Malta","name":"International Conference on Pattern Recognition Applications and Methods (ICPRAM)"},"type":"conference","status":"public","department":[{"_id":"579"}],"user_id":"58701","_id":"15256","project":[{"_id":"1","name":"SFB 901"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"9","name":"SFB 901 - Subproject B1"}],"file_date_updated":"2020-09-18T09:27:41Z","year":"2020","date_created":"2019-12-06T13:09:42Z","publisher":"SCITEPRESS","title":"What Reviews in Local Online Labour Markets Reveal about the Performance of Multi-Service Providers","publication":"Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods","file":[{"relation":"main_file","success":1,"content_type":"application/pdf","file_id":"19577","access_level":"closed","file_name":"Kersting & Geierhos (2020c), Kersting2020c.pdf","file_size":963370,"creator":"jkers","date_created":"2020-09-18T09:27:41Z","date_updated":"2020-09-18T09:27:41Z"}],"abstract":[{"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.","lang":"eng"}],"language":[{"iso":"eng"}],"keyword":["Customer Reviews","Sentiment Analysis","Online Labour Markets"],"ddc":["000"]},{"language":[{"iso":"eng"}],"_id":"15264","project":[{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"department":[{"_id":"49"}],"user_id":"29190","status":"public","publication":"SMSI 2020 - Measurement Science","type":"conference","title":"Determination of Murnaghan constants of plate-shaped polymers under uniaxial tensile load","conference":{"location":"Nuremberg","name":"SMSI 2020"},"doi":"10.5162/SMSI2020/D6.1","date_updated":"2022-01-06T06:52:20Z","author":[{"first_name":"Sarah","last_name":"Johannesmann","id":"29190","full_name":"Johannesmann, Sarah"},{"first_name":"Sebastian","last_name":"Becker","full_name":"Becker, Sebastian"},{"last_name":"Webersen","orcid":"0000-0001-6411-4232","full_name":"Webersen, Manuel","id":"11289","first_name":"Manuel"},{"first_name":"Bernd","last_name":"Henning","full_name":"Henning, Bernd","id":"213"}],"date_created":"2019-12-10T08:07:56Z","year":"2020","citation":{"ama":"Johannesmann S, Becker S, Webersen M, Henning B. Determination of Murnaghan constants of plate-shaped polymers under uniaxial tensile load. In: <i>SMSI 2020 - Measurement Science</i>. ; 2020. doi:<a href=\"https://doi.org/10.5162/SMSI2020/D6.1\">10.5162/SMSI2020/D6.1</a>","chicago":"Johannesmann, Sarah, Sebastian Becker, Manuel Webersen, and Bernd Henning. “Determination of Murnaghan Constants of Plate-Shaped Polymers under Uniaxial Tensile Load.” In <i>SMSI 2020 - Measurement Science</i>, 2020. <a href=\"https://doi.org/10.5162/SMSI2020/D6.1\">https://doi.org/10.5162/SMSI2020/D6.1</a>.","ieee":"S. Johannesmann, S. Becker, M. Webersen, and B. Henning, “Determination of Murnaghan constants of plate-shaped polymers under uniaxial tensile load,” in <i>SMSI 2020 - Measurement Science</i>, Nuremberg, 2020.","apa":"Johannesmann, S., Becker, S., Webersen, M., &#38; Henning, B. (2020). Determination of Murnaghan constants of plate-shaped polymers under uniaxial tensile load. In <i>SMSI 2020 - Measurement Science</i>. Nuremberg. <a href=\"https://doi.org/10.5162/SMSI2020/D6.1\">https://doi.org/10.5162/SMSI2020/D6.1</a>","mla":"Johannesmann, Sarah, et al. “Determination of Murnaghan Constants of Plate-Shaped Polymers under Uniaxial Tensile Load.” <i>SMSI 2020 - Measurement Science</i>, 2020, doi:<a href=\"https://doi.org/10.5162/SMSI2020/D6.1\">10.5162/SMSI2020/D6.1</a>.","bibtex":"@inproceedings{Johannesmann_Becker_Webersen_Henning_2020, title={Determination of Murnaghan constants of plate-shaped polymers under uniaxial tensile load}, DOI={<a href=\"https://doi.org/10.5162/SMSI2020/D6.1\">10.5162/SMSI2020/D6.1</a>}, booktitle={SMSI 2020 - Measurement Science}, author={Johannesmann, Sarah and Becker, Sebastian and Webersen, Manuel and Henning, Bernd}, year={2020} }","short":"S. Johannesmann, S. Becker, M. Webersen, B. Henning, in: SMSI 2020 - Measurement Science, 2020."},"publication_identifier":{"isbn":["978-3-9819376-2-6"]},"publication_status":"published"},{"language":[{"iso":"eng"}],"_id":"15267","user_id":"8447","department":[{"_id":"66"},{"_id":"534"}],"status":"public","type":"book_chapter","publication":"Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5","title":"On the Development of Context-aware Augmented Reality Applications ","publisher":"Springer, LNCS","date_updated":"2022-01-06T06:52:20Z","author":[{"first_name":"Enes","orcid":"0000-0002-5967-833X","last_name":"Yigitbas","id":"8447","full_name":"Yigitbas, Enes"},{"id":"39187","full_name":"Jovanovikj, Ivan","last_name":"Jovanovikj","orcid":"https://orcid.org/0000-0002-1838-794X","first_name":"Ivan"},{"first_name":"Stefan","id":"447","full_name":"Sauer, Stefan","last_name":"Sauer"},{"last_name":"Engels","id":"107","full_name":"Engels, Gregor","first_name":"Gregor"}],"date_created":"2019-12-10T12:10:04Z","year":"2020","citation":{"ama":"Yigitbas E, Jovanovikj I, Sauer S, Engels G. On the Development of Context-aware Augmented Reality Applications . In: <i>Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5</i>. Springer, LNCS; 2020.","ieee":"E. Yigitbas, I. Jovanovikj, S. Sauer, and G. Engels, “On the Development of Context-aware Augmented Reality Applications ,” in <i>Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5</i>, Springer, LNCS, 2020.","chicago":"Yigitbas, Enes, Ivan Jovanovikj, Stefan Sauer, and Gregor Engels. “On the Development of Context-Aware Augmented Reality Applications .” In <i>Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5</i>. Springer, LNCS, 2020.","short":"E. Yigitbas, I. Jovanovikj, S. Sauer, G. Engels, in: Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5, Springer, LNCS, 2020.","bibtex":"@inbook{Yigitbas_Jovanovikj_Sauer_Engels_2020, title={On the Development of Context-aware Augmented Reality Applications }, booktitle={Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5}, publisher={Springer, LNCS}, author={Yigitbas, Enes and Jovanovikj, Ivan and Sauer, Stefan and Engels, Gregor}, year={2020} }","mla":"Yigitbas, Enes, et al. “On the Development of Context-Aware Augmented Reality Applications .” <i>Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5</i>, Springer, LNCS, 2020.","apa":"Yigitbas, E., Jovanovikj, I., Sauer, S., &#38; Engels, G. (2020). On the Development of Context-aware Augmented Reality Applications . In <i>Handling Security, Usability, User Experience and Reliability in User-Centered Development Processes - IFIP WG 13.2/13.5</i>. Springer, LNCS."}},{"language":[{"iso":"eng"}],"department":[{"_id":"212"}],"user_id":"282","_id":"16095","status":"public","publication":"Rechtstheorie","type":"journal_article","title":"Die „Logik“ der Überzeugungskraft","volume":50,"date_created":"2020-02-26T09:07:21Z","author":[{"last_name":"Krimphove","full_name":"Krimphove, Dieter","id":"282","first_name":"Dieter"}],"date_updated":"2022-01-06T06:52:43Z","publisher":"Duncker&Humblot","intvolume":"        50","page":"107-113","citation":{"ieee":"D. Krimphove, “Die „Logik“ der Überzeugungskraft,” <i>Rechtstheorie</i>, vol. 50, no. 1, pp. 107–113, 2020.","chicago":"Krimphove, Dieter. “Die „Logik“ Der Überzeugungskraft.” <i>Rechtstheorie</i> 50, no. 1 (2020): 107–13.","ama":"Krimphove D. Die „Logik“ der Überzeugungskraft. <i>Rechtstheorie</i>. 2020;50(1):107-113.","apa":"Krimphove, D. (2020). Die „Logik“ der Überzeugungskraft. <i>Rechtstheorie</i>, <i>50</i>(1), 107–113.","short":"D. Krimphove, Rechtstheorie 50 (2020) 107–113.","bibtex":"@article{Krimphove_2020, title={Die „Logik“ der Überzeugungskraft}, volume={50}, number={1}, journal={Rechtstheorie}, publisher={Duncker&#38;Humblot}, author={Krimphove, Dieter}, year={2020}, pages={107–113} }","mla":"Krimphove, Dieter. “Die „Logik“ Der Überzeugungskraft.” <i>Rechtstheorie</i>, vol. 50, no. 1, Duncker&#38;Humblot, 2020, pp. 107–13."},"year":"2020","issue":"1","publication_identifier":{"issn":["0034-1398"]}}]