[{"oa":"1","project":[{"grant_number":"438445824","_id":"121","name":"TRR 318 - B1: TRR 318 - Subproject B1"}],"quality_controlled":"1","citation":{"ama":"Sieger LN, Hermann J, Schomäcker A, et al. User Involvement in Training Smart Home Agents. In: <i>International Conference on Human-Agent Interaction</i>. ACM; 2022. doi:<a href=\"https://doi.org/10.1145/3527188.3561914\">10.1145/3527188.3561914</a>","bibtex":"@inproceedings{Sieger_Hermann_Schomäcker_Heindorf_Meske_Hey_Doğangün_2022, title={User Involvement in Training Smart Home Agents}, DOI={<a href=\"https://doi.org/10.1145/3527188.3561914\">10.1145/3527188.3561914</a>}, booktitle={International Conference on Human-Agent Interaction}, publisher={ACM}, author={Sieger, Leonie Nora and Hermann, Julia and Schomäcker, Astrid and Heindorf, Stefan and Meske, Christian and Hey, Celine-Chiara and Doğangün, Ayşegül}, year={2022} }","mla":"Sieger, Leonie Nora, et al. “User Involvement in Training Smart Home Agents.” <i>International Conference on Human-Agent Interaction</i>, ACM, 2022, doi:<a href=\"https://doi.org/10.1145/3527188.3561914\">10.1145/3527188.3561914</a>.","short":"L.N. Sieger, J. Hermann, A. Schomäcker, S. Heindorf, C. Meske, C.-C. Hey, A. Doğangün, in: International Conference on Human-Agent Interaction, ACM, 2022.","chicago":"Sieger, Leonie Nora, Julia Hermann, Astrid Schomäcker, Stefan Heindorf, Christian Meske, Celine-Chiara Hey, and Ayşegül Doğangün. “User Involvement in Training Smart Home Agents.” In <i>International Conference on Human-Agent Interaction</i>. ACM, 2022. <a href=\"https://doi.org/10.1145/3527188.3561914\">https://doi.org/10.1145/3527188.3561914</a>.","apa":"Sieger, L. N., Hermann, J., Schomäcker, A., Heindorf, S., Meske, C., Hey, C.-C., &#38; Doğangün, A. (2022). User Involvement in Training Smart Home Agents. <i>International Conference on Human-Agent Interaction</i>. HAI ’22: International Conference on Human-Agent Interaction, Christchurch, New Zealand. <a href=\"https://doi.org/10.1145/3527188.3561914\">https://doi.org/10.1145/3527188.3561914</a>","ieee":"L. N. Sieger <i>et al.</i>, “User Involvement in Training Smart Home Agents,” presented at the HAI ’22: International Conference on Human-Agent Interaction, Christchurch, New Zealand, 2022, doi: <a href=\"https://doi.org/10.1145/3527188.3561914\">10.1145/3527188.3561914</a>."},"file_date_updated":"2024-05-30T18:04:31Z","user_id":"11871","ddc":["000"],"_id":"34674","publisher":"ACM","has_accepted_license":"1","conference":{"start_date":"2022-12-05","name":"HAI '22: International Conference on Human-Agent Interaction","location":"Christchurch, New Zealand","end_date":"2022-12-08"},"status":"public","department":[{"_id":"574"},{"_id":"760"}],"keyword":["human-agent interaction","smart homes","supervised learning","participation"],"type":"conference","date_created":"2022-12-21T09:48:43Z","file":[{"date_updated":"2024-05-30T18:04:31Z","relation":"main_file","access_level":"closed","file_size":1151728,"file_name":"User_Involvement_in_Training_Smart_Home_Agents_public.pdf","success":1,"content_type":"application/pdf","file_id":"54524","creator":"heindorf","date_created":"2024-05-30T18:04:31Z"}],"abstract":[{"lang":"eng","text":"Smart home systems contain plenty of features that enhance wellbeing in everyday life through artificial intelligence (AI). However, many users feel insecure because they do not understand the AI’s functionality and do not feel they are in control of it. Combining technical, psychological and philosophical views on AI, we rethink smart homes as interactive systems where users can partake in an intelligent agent’s learning. Parallel to the goals of explainable AI (XAI), we explored the possibility of user involvement in supervised learning of the smart home to have a first approach to improve acceptance, support subjective understanding and increase perceived control. In this work, we conducted two studies: In an online pre-study, we asked participants about their attitude towards teaching AI via a questionnaire. In the main study, we performed a Wizard of Oz laboratory experiment with human participants, where participants spent time in a prototypical smart home and taught activity recognition to the intelligent agent through supervised learning based on the user’s behaviour. We found that involvement in the AI’s learning phase enhanced the users’ feeling of control, perceived understanding and perceived usefulness of AI in general. The participants reported positive attitudes towards training a smart home AI and found the process understandable and controllable. We suggest that involving the user in the learning phase could lead to better personalisation and increased understanding and control by users of intelligent agents for smart home automation."}],"publication":"International Conference on Human-Agent Interaction","alternative_title":["Increasing Perceived Control and Understanding"],"doi":"10.1145/3527188.3561914","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://papers.dice-research.org/2022/HAI_SmartHome/User_Involvement_in_Training_Smart_Home_Agents_public.pdf","open_access":"1"}],"publication_status":"published","date_updated":"2024-05-30T18:04:45Z","author":[{"first_name":"Leonie Nora","last_name":"Sieger","full_name":"Sieger, Leonie Nora","id":"93402"},{"last_name":"Hermann","first_name":"Julia","full_name":"Hermann, Julia"},{"last_name":"Schomäcker","first_name":"Astrid","full_name":"Schomäcker, Astrid"},{"id":"11871","full_name":"Heindorf, Stefan","orcid":"0000-0002-4525-6865","last_name":"Heindorf","first_name":"Stefan"},{"full_name":"Meske, Christian","last_name":"Meske","first_name":"Christian"},{"last_name":"Hey","first_name":"Celine-Chiara","full_name":"Hey, Celine-Chiara"},{"first_name":"Ayşegül","last_name":"Doğangün","full_name":"Doğangün, Ayşegül"}],"title":"User Involvement in Training Smart Home Agents","year":"2022"},{"author":[{"full_name":"Tirtarasa, Satyadharma","first_name":"Satyadharma","last_name":"Tirtarasa"},{"last_name":"Turhan","first_name":"Anni-Yasmin","full_name":"Turhan, Anni-Yasmin","id":"104470"}],"status":"public","title":"Computing generalizations of temporal ϵL concepts with next and global","year":"2022","date_updated":"2024-06-03T08:07:35Z","_id":"52924","publisher":"ACM","language":[{"iso":"eng"}],"page":"903–910","editor":[{"first_name":"Jiman","last_name":"Hong","full_name":"Hong, Jiman"},{"full_name":"Bures, Miroslav","last_name":"Bures","first_name":"Miroslav"},{"full_name":"Park, Juw Won","last_name":"Park","first_name":"Juw Won"},{"full_name":"Cerný, Tomás","last_name":"Cerný","first_name":"Tomás"}],"user_id":"9503","doi":"10.1145/3477314.3507136","citation":{"ama":"Tirtarasa S, Turhan A-Y. Computing generalizations of temporal ϵL concepts with next and global. In: Hong J, Bures M, Park JW, Cerný T, eds. <i>SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022</i>. ACM; 2022:903–910. doi:<a href=\"https://doi.org/10.1145/3477314.3507136\">10.1145/3477314.3507136</a>","bibtex":"@inproceedings{Tirtarasa_Turhan_2022, title={Computing generalizations of temporal ϵL concepts with next and global}, DOI={<a href=\"https://doi.org/10.1145/3477314.3507136\">10.1145/3477314.3507136</a>}, booktitle={SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022}, publisher={ACM}, author={Tirtarasa, Satyadharma and Turhan, Anni-Yasmin}, editor={Hong, Jiman and Bures, Miroslav and Park, Juw Won and Cerný, Tomás}, year={2022}, pages={903–910} }","mla":"Tirtarasa, Satyadharma, and Anni-Yasmin Turhan. “Computing Generalizations of Temporal ΕL Concepts with next and Global.” <i>SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022</i>, edited by Jiman Hong et al., ACM, 2022, pp. 903–910, doi:<a href=\"https://doi.org/10.1145/3477314.3507136\">10.1145/3477314.3507136</a>.","short":"S. Tirtarasa, A.-Y. Turhan, in: J. Hong, M. Bures, J.W. Park, T. Cerný (Eds.), SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022, ACM, 2022, pp. 903–910.","chicago":"Tirtarasa, Satyadharma, and Anni-Yasmin Turhan. “Computing Generalizations of Temporal ΕL Concepts with next and Global.” In <i>SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022</i>, edited by Jiman Hong, Miroslav Bures, Juw Won Park, and Tomás Cerný, 903–910. ACM, 2022. <a href=\"https://doi.org/10.1145/3477314.3507136\">https://doi.org/10.1145/3477314.3507136</a>.","apa":"Tirtarasa, S., &#38; Turhan, A.-Y. (2022). Computing generalizations of temporal ϵL concepts with next and global. In J. Hong, M. Bures, J. W. Park, &#38; T. Cerný (Eds.), <i>SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022</i> (pp. 903–910). ACM. <a href=\"https://doi.org/10.1145/3477314.3507136\">https://doi.org/10.1145/3477314.3507136</a>","ieee":"S. Tirtarasa and A.-Y. Turhan, “Computing generalizations of temporal ϵL concepts with next and global,” in <i>SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022</i>, 2022, pp. 903–910, doi: <a href=\"https://doi.org/10.1145/3477314.3507136\">10.1145/3477314.3507136</a>."},"publication":"SAC ’22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022","date_created":"2024-03-26T10:54:20Z","department":[{"_id":"888"}],"type":"conference"},{"type":"journal_article","department":[{"_id":"888"}],"date_created":"2024-03-26T10:53:00Z","issue":"2","publication":"Theory Pract. Log. Program.","citation":{"bibtex":"@article{Baader_Koopmann_Michel_Turhan_Zarrieß_2022, title={Efficient TBox Reasoning with Value Restrictions using the Flower Reasoner}, volume={22}, DOI={<a href=\"https://doi.org/10.1017/S1471068421000466\">10.1017/S1471068421000466</a>}, number={2}, journal={Theory Pract. Log. Program.}, author={Baader, Franz and Koopmann, Patrick and Michel, Friedrich and Turhan, Anni-Yasmin and Zarrieß, Benjamin}, year={2022}, pages={162–192} }","chicago":"Baader, Franz, Patrick Koopmann, Friedrich Michel, Anni-Yasmin Turhan, and Benjamin Zarrieß. “Efficient TBox Reasoning with Value Restrictions Using the Flower Reasoner.” <i>Theory Pract. Log. Program.</i> 22, no. 2 (2022): 162–192. <a href=\"https://doi.org/10.1017/S1471068421000466\">https://doi.org/10.1017/S1471068421000466</a>.","short":"F. Baader, P. Koopmann, F. Michel, A.-Y. Turhan, B. Zarrieß, Theory Pract. Log. Program. 22 (2022) 162–192.","ama":"Baader F, Koopmann P, Michel F, Turhan A-Y, Zarrieß B. 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Program.</i>, <i>22</i>(2), 162–192. <a href=\"https://doi.org/10.1017/S1471068421000466\">https://doi.org/10.1017/S1471068421000466</a>"},"user_id":"9503","doi":"10.1017/S1471068421000466","volume":22,"page":"162–192","_id":"52918","language":[{"iso":"eng"}],"date_updated":"2024-06-03T08:25:12Z","intvolume":"        22","status":"public","title":"Efficient TBox Reasoning with Value Restrictions using the Flower Reasoner","year":"2022","author":[{"last_name":"Baader","first_name":"Franz","full_name":"Baader, Franz"},{"full_name":"Koopmann, Patrick","last_name":"Koopmann","first_name":"Patrick"},{"full_name":"Michel, Friedrich","last_name":"Michel","first_name":"Friedrich"},{"full_name":"Turhan, Anni-Yasmin","first_name":"Anni-Yasmin","last_name":"Turhan","id":"104470"},{"full_name":"Zarrieß, Benjamin","first_name":"Benjamin","last_name":"Zarrieß"}]},{"status":"public","title":"REBench: Microbenchmarking Framework for Relation Extraction Systems","year":"2022","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783031194320","9783031194337"]},"author":[{"id":"77309","full_name":"Manzoor, Ali","first_name":"Ali","last_name":"Manzoor"},{"full_name":"Saleem, Muhammad","last_name":"Saleem","first_name":"Muhammad"},{"id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo"}],"publication_status":"published","date_updated":"2024-06-04T12:24:49Z","publisher":"Springer International Publishing","_id":"54585","language":[{"iso":"eng"}],"user_id":"77309","doi":"10.1007/978-3-031-19433-7_37","publication":"The Semantic Web – ISWC 2022","citation":{"bibtex":"@inbook{Manzoor_Saleem_Ngonga Ngomo_2022, place={Cham}, title={REBench: Microbenchmarking Framework for Relation Extraction Systems}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-19433-7_37\">10.1007/978-3-031-19433-7_37</a>}, booktitle={The Semantic Web – ISWC 2022}, publisher={Springer International Publishing}, author={Manzoor, Ali and Saleem, Muhammad and Ngonga Ngomo, Axel-Cyrille}, year={2022} }","ama":"Manzoor A, Saleem M, Ngonga Ngomo A-C. REBench: Microbenchmarking Framework for Relation Extraction Systems. In: <i>The Semantic Web – ISWC 2022</i>. Springer International Publishing; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-031-19433-7_37\">10.1007/978-3-031-19433-7_37</a>","mla":"Manzoor, Ali, et al. “REBench: Microbenchmarking Framework for Relation Extraction Systems.” <i>The Semantic Web – ISWC 2022</i>, Springer International Publishing, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-031-19433-7_37\">10.1007/978-3-031-19433-7_37</a>.","short":"A. Manzoor, M. Saleem, A.-C. Ngonga Ngomo, in: The Semantic Web – ISWC 2022, Springer International Publishing, Cham, 2022.","chicago":"Manzoor, Ali, Muhammad Saleem, and Axel-Cyrille Ngonga Ngomo. “REBench: Microbenchmarking Framework for Relation Extraction Systems.” In <i>The Semantic Web – ISWC 2022</i>. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-031-19433-7_37\">https://doi.org/10.1007/978-3-031-19433-7_37</a>.","ieee":"A. Manzoor, M. Saleem, and A.-C. Ngonga Ngomo, “REBench: Microbenchmarking Framework for Relation Extraction Systems,” in <i>The Semantic Web – ISWC 2022</i>, Cham: Springer International Publishing, 2022.","apa":"Manzoor, A., Saleem, M., &#38; Ngonga Ngomo, A.-C. (2022). REBench: Microbenchmarking Framework for Relation Extraction Systems. In <i>The Semantic Web – ISWC 2022</i>. Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-19433-7_37\">https://doi.org/10.1007/978-3-031-19433-7_37</a>"},"date_created":"2024-06-04T12:21:30Z","place":"Cham","type":"book_chapter","department":[{"_id":"574"}]},{"publication":"Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022","citation":{"mla":"Huaman, Nicolas, et al. “If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers.” <i>Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022</i>, edited by Sonia Chiasson and Apu Kapadia, USENIX Association, 2022, pp. 313–330.","apa":"Huaman, N., Krause, A., Wermke, D., Klemmer, J. H., Stransky, C., Acar, Y., &#38; Fahl, S. (2022). If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers. In S. Chiasson &#38; A. Kapadia (Eds.), <i>Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022</i> (pp. 313–330). USENIX Association.","ieee":"N. Huaman <i>et al.</i>, “If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers,” in <i>Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022</i>, 2022, pp. 313–330.","ama":"Huaman N, Krause A, Wermke D, et al. If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers. In: Chiasson S, Kapadia A, eds. <i>Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022</i>. USENIX Association; 2022:313–330.","short":"N. Huaman, A. Krause, D. Wermke, J.H. Klemmer, C. Stransky, Y. Acar, S. Fahl, in: S. Chiasson, A. Kapadia (Eds.), Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022, USENIX Association, 2022, pp. 313–330.","chicago":"Huaman, Nicolas, Alexander Krause, Dominik Wermke, Jan H. Klemmer, Christian Stransky, Yasemin Acar, and Sascha Fahl. “If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers.” In <i>Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022</i>, edited by Sonia Chiasson and Apu Kapadia, 313–330. USENIX Association, 2022.","bibtex":"@inproceedings{Huaman_Krause_Wermke_Klemmer_Stransky_Acar_Fahl_2022, title={If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers}, booktitle={Eighteenth Symposium on Usable Privacy and Security, SOUPS 2022, Boston, MA, USA, August 7-9, 2022}, publisher={USENIX Association}, author={Huaman, Nicolas and Krause, Alexander and Wermke, Dominik and Klemmer, Jan H. and Stransky, Christian and Acar, Yasemin and Fahl, Sascha}, editor={Chiasson, Sonia and Kapadia, Apu}, year={2022}, pages={313–330} }"},"extern":"1","date_created":"2023-09-22T13:21:22Z","type":"conference","department":[{"_id":"34"},{"_id":"858"}],"status":"public","title":"If You Can’t Get Them to the Lab: Evaluating a Virtual Study Environment with Security Information Workers","year":"2022","author":[{"last_name":"Huaman","first_name":"Nicolas","full_name":"Huaman, Nicolas"},{"first_name":"Alexander","last_name":"Krause","full_name":"Krause, Alexander"},{"full_name":"Wermke, Dominik","last_name":"Wermke","first_name":"Dominik"},{"first_name":"Jan H.","last_name":"Klemmer","full_name":"Klemmer, Jan H."},{"first_name":"Christian","last_name":"Stransky","full_name":"Stransky, Christian"},{"full_name":"Acar, Yasemin","first_name":"Yasemin","last_name":"Acar","id":"94636"},{"full_name":"Fahl, Sascha","last_name":"Fahl","first_name":"Sascha"}],"date_updated":"2024-06-05T12:52:28Z","page":"313–330","_id":"47289","publisher":"USENIX Association","language":[{"iso":"eng"}],"user_id":"14931","editor":[{"last_name":"Chiasson","first_name":"Sonia","full_name":"Chiasson, Sonia"},{"full_name":"Kapadia, Apu","last_name":"Kapadia","first_name":"Apu"}]},{"department":[{"_id":"858"}],"type":"conference","date_created":"2023-10-06T16:12:30Z","extern":"1","citation":{"chicago":"Jancar, Jan, Marcel Fourné, Daniel De Almeida Braga, Mohamed Sabt, Peter Schwabe, Gilles Barthe, Pierre-Alain Fouque, and Yasemin Acar. “‘They’re Not That Hard to Mitigate’: What Cryptographic Library Developers Think About Timing Attacks.” In <i>2022 IEEE Symposium on Security and Privacy (SP)</i>. IEEE, 2022. <a href=\"https://doi.org/10.1109/sp46214.2022.9833713\">https://doi.org/10.1109/sp46214.2022.9833713</a>.","short":"J. Jancar, M. Fourné, D.D.A. Braga, M. Sabt, P. Schwabe, G. Barthe, P.-A. Fouque, Y. Acar, in: 2022 IEEE Symposium on Security and Privacy (SP), IEEE, 2022.","apa":"Jancar, J., Fourné, M., Braga, D. D. A., Sabt, M., Schwabe, P., Barthe, G., Fouque, P.-A., &#38; Acar, Y. (2022). “They’re not that hard to mitigate”: What Cryptographic Library Developers Think About Timing Attacks. <i>2022 IEEE Symposium on Security and Privacy (SP)</i>. <a href=\"https://doi.org/10.1109/sp46214.2022.9833713\">https://doi.org/10.1109/sp46214.2022.9833713</a>","ieee":"J. Jancar <i>et al.</i>, “‘They’re not that hard to mitigate’: What Cryptographic Library Developers Think About Timing Attacks,” 2022, doi: <a href=\"https://doi.org/10.1109/sp46214.2022.9833713\">10.1109/sp46214.2022.9833713</a>.","ama":"Jancar J, Fourné M, Braga DDA, et al. “They’re not that hard to mitigate”: What Cryptographic Library Developers Think About Timing Attacks. In: <i>2022 IEEE Symposium on Security and Privacy (SP)</i>. 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Jancar <i>et al.</i>, “‘They’re not that hard to mitigate’: What Cryptographic Library Developers Think About Timing Attacks,” in <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 2022, pp. 632–649, doi: <a href=\"https://doi.org/10.1109/SP46214.2022.9833713\">10.1109/SP46214.2022.9833713</a>.","chicago":"Jancar, Jan, Marcel Fourné, Daniel De Almeida Braga, Mohamed Sabt, Peter Schwabe, Gilles Barthe, Pierre-Alain Fouque, and Yasemin Acar. “‘They’re Not That Hard to Mitigate’: What Cryptographic Library Developers Think About Timing Attacks.” In <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 632–649. IEEE, 2022. <a href=\"https://doi.org/10.1109/SP46214.2022.9833713\">https://doi.org/10.1109/SP46214.2022.9833713</a>.","short":"J. Jancar, M. Fourné, D.D.A. Braga, M. Sabt, P. Schwabe, G. Barthe, P.-A. Fouque, Y. Acar, in: 43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022, IEEE, 2022, pp. 632–649.","mla":"Jancar, Jan, et al. “‘They’re Not That Hard to Mitigate’: What Cryptographic Library Developers Think About Timing Attacks.” <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, IEEE, 2022, pp. 632–649, doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833713\">10.1109/SP46214.2022.9833713</a>.","ama":"Jancar J, Fourné M, Braga DDA, et al. “They’re not that hard to mitigate”: What Cryptographic Library Developers Think About Timing Attacks. In: <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>. IEEE; 2022:632–649. doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833713\">10.1109/SP46214.2022.9833713</a>","bibtex":"@inproceedings{Jancar_Fourné_Braga_Sabt_Schwabe_Barthe_Fouque_Acar_2022, title={“They’re not that hard to mitigate”: What Cryptographic Library Developers Think About Timing Attacks}, DOI={<a href=\"https://doi.org/10.1109/SP46214.2022.9833713\">10.1109/SP46214.2022.9833713</a>}, booktitle={43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022}, publisher={IEEE}, author={Jancar, Jan and Fourné, Marcel and Braga, Daniel De Almeida and Sabt, Mohamed and Schwabe, Peter and Barthe, Gilles and Fouque, Pierre-Alain and Acar, Yasemin}, year={2022}, pages={632–649} }"},"publication":"43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022","extern":"1","publisher":"IEEE","_id":"47288","language":[{"iso":"eng"}],"page":"632–649","user_id":"14931","doi":"10.1109/SP46214.2022.9833713","author":[{"first_name":"Jan","last_name":"Jancar","full_name":"Jancar, Jan"},{"full_name":"Fourné, Marcel","first_name":"Marcel","last_name":"Fourné"},{"full_name":"Braga, Daniel De Almeida","last_name":"Braga","first_name":"Daniel De Almeida"},{"last_name":"Sabt","first_name":"Mohamed","full_name":"Sabt, Mohamed"},{"first_name":"Peter","last_name":"Schwabe","full_name":"Schwabe, Peter"},{"full_name":"Barthe, Gilles","last_name":"Barthe","first_name":"Gilles"},{"full_name":"Fouque, Pierre-Alain","first_name":"Pierre-Alain","last_name":"Fouque"},{"last_name":"Acar","first_name":"Yasemin","full_name":"Acar, Yasemin","id":"94636"}],"year":"2022","title":"\"They’re not that hard to mitigate\": What Cryptographic Library Developers Think About Timing Attacks","status":"public","date_updated":"2024-06-05T13:20:54Z"},{"date_created":"2023-09-22T13:18:27Z","department":[{"_id":"34"},{"_id":"858"}],"type":"conference","citation":{"apa":"Wermke, D., Wöhler, N., Klemmer, J. H., Fourné, M., Acar, Y., &#38; Fahl, S. (2022). Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects. <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 1880–1896. <a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">https://doi.org/10.1109/SP46214.2022.9833686</a>","ieee":"D. Wermke, N. Wöhler, J. H. Klemmer, M. Fourné, Y. Acar, and S. Fahl, “Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects,” in <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 2022, pp. 1880–1896, doi: <a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">10.1109/SP46214.2022.9833686</a>.","chicago":"Wermke, Dominik, Noah Wöhler, Jan H. Klemmer, Marcel Fourné, Yasemin Acar, and Sascha Fahl. “Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects.” In <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 1880–1896. IEEE, 2022. <a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">https://doi.org/10.1109/SP46214.2022.9833686</a>.","short":"D. Wermke, N. Wöhler, J.H. Klemmer, M. Fourné, Y. Acar, S. Fahl, in: 43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022, IEEE, 2022, pp. 1880–1896.","mla":"Wermke, Dominik, et al. “Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects.” <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, IEEE, 2022, pp. 1880–1896, doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">10.1109/SP46214.2022.9833686</a>.","ama":"Wermke D, Wöhler N, Klemmer JH, Fourné M, Acar Y, Fahl S. Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects. In: <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>. IEEE; 2022:1880–1896. doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">10.1109/SP46214.2022.9833686</a>","bibtex":"@inproceedings{Wermke_Wöhler_Klemmer_Fourné_Acar_Fahl_2022, title={Committed to Trust: A Qualitative Study on Security &#38; Trust in Open Source Software Projects}, DOI={<a href=\"https://doi.org/10.1109/SP46214.2022.9833686\">10.1109/SP46214.2022.9833686</a>}, booktitle={43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022}, publisher={IEEE}, author={Wermke, Dominik and Wöhler, Noah and Klemmer, Jan H. and Fourné, Marcel and Acar, Yasemin and Fahl, Sascha}, year={2022}, pages={1880–1896} }"},"publication":"43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022","extern":"1","_id":"47285","publisher":"IEEE","language":[{"iso":"eng"}],"page":"1880–1896","doi":"10.1109/SP46214.2022.9833686","user_id":"14931","author":[{"first_name":"Dominik","last_name":"Wermke","full_name":"Wermke, Dominik"},{"first_name":"Noah","last_name":"Wöhler","full_name":"Wöhler, Noah"},{"first_name":"Jan H.","last_name":"Klemmer","full_name":"Klemmer, Jan H."},{"last_name":"Fourné","first_name":"Marcel","full_name":"Fourné, Marcel"},{"full_name":"Acar, Yasemin","last_name":"Acar","first_name":"Yasemin","id":"94636"},{"first_name":"Sascha","last_name":"Fahl","full_name":"Fahl, Sascha"}],"title":"Committed to Trust: A Qualitative Study on Security & Trust in Open Source Software Projects","year":"2022","status":"public","date_updated":"2024-06-05T13:34:37Z"},{"user_id":"14931","doi":"10.1109/SP46214.2022.9833779","language":[{"iso":"eng"}],"_id":"47284","publisher":"IEEE","page":"2304–2319","date_updated":"2024-06-05T13:34:58Z","author":[{"last_name":"Munyendo","first_name":"Collins W.","full_name":"Munyendo, Collins W."},{"full_name":"Acar, Yasemin","first_name":"Yasemin","last_name":"Acar","id":"94636"},{"first_name":"Adam J.","last_name":"Aviv","full_name":"Aviv, Adam J."}],"title":"\"Desperate Times Call for Desperate Measures\": User Concerns with Mobile Loan Apps in Kenya","status":"public","year":"2022","department":[{"_id":"34"},{"_id":"858"}],"type":"conference","date_created":"2023-09-22T13:18:01Z","extern":"1","citation":{"ieee":"C. W. Munyendo, Y. Acar, and A. J. Aviv, “‘Desperate Times Call for Desperate Measures’: User Concerns with Mobile Loan Apps in Kenya,” in <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 2022, pp. 2304–2319, doi: <a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">10.1109/SP46214.2022.9833779</a>.","apa":"Munyendo, C. W., Acar, Y., &#38; Aviv, A. J. (2022). “Desperate Times Call for Desperate Measures”: User Concerns with Mobile Loan Apps in Kenya. <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 2304–2319. <a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">https://doi.org/10.1109/SP46214.2022.9833779</a>","chicago":"Munyendo, Collins W., Yasemin Acar, and Adam J. Aviv. “‘Desperate Times Call for Desperate Measures’: User Concerns with Mobile Loan Apps in Kenya.” In <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, 2304–2319. IEEE, 2022. <a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">https://doi.org/10.1109/SP46214.2022.9833779</a>.","short":"C.W. Munyendo, Y. Acar, A.J. Aviv, in: 43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022, IEEE, 2022, pp. 2304–2319.","mla":"Munyendo, Collins W., et al. “‘Desperate Times Call for Desperate Measures’: User Concerns with Mobile Loan Apps in Kenya.” <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>, IEEE, 2022, pp. 2304–2319, doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">10.1109/SP46214.2022.9833779</a>.","bibtex":"@inproceedings{Munyendo_Acar_Aviv_2022, title={“Desperate Times Call for Desperate Measures”: User Concerns with Mobile Loan Apps in Kenya}, DOI={<a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">10.1109/SP46214.2022.9833779</a>}, booktitle={43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022}, publisher={IEEE}, author={Munyendo, Collins W. and Acar, Yasemin and Aviv, Adam J.}, year={2022}, pages={2304–2319} }","ama":"Munyendo CW, Acar Y, Aviv AJ. “Desperate Times Call for Desperate Measures”: User Concerns with Mobile Loan Apps in Kenya. In: <i>43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022</i>. IEEE; 2022:2304–2319. doi:<a href=\"https://doi.org/10.1109/SP46214.2022.9833779\">10.1109/SP46214.2022.9833779</a>"},"publication":"43rd IEEE Symposium on Security and Privacy, SP 2022, San Francisco, CA, USA, May 22-26, 2022"},{"_id":"47281","language":[{"iso":"eng"}],"volume":"abs/2211.06213","doi":"10.48550/arXiv.2211.06213","user_id":"14931","author":[{"last_name":"Krause","first_name":"Alexander","full_name":"Krause, Alexander"},{"first_name":"Jan H.","last_name":"Klemmer","full_name":"Klemmer, Jan H."},{"full_name":"Huaman, Nicolas","first_name":"Nicolas","last_name":"Huaman"},{"full_name":"Wermke, Dominik","first_name":"Dominik","last_name":"Wermke"},{"full_name":"Acar, Yasemin","first_name":"Yasemin","last_name":"Acar","id":"94636"},{"first_name":"Sascha","last_name":"Fahl","full_name":"Fahl, Sascha"}],"title":"Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories","year":"2022","status":"public","date_updated":"2024-06-05T13:36:09Z","date_created":"2023-09-22T13:16:33Z","department":[{"_id":"34"},{"_id":"858"}],"type":"journal_article","citation":{"bibtex":"@article{Krause_Klemmer_Huaman_Wermke_Acar_Fahl_2022, title={Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories}, volume={abs/2211.06213}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2211.06213\">10.48550/arXiv.2211.06213</a>}, journal={CoRR}, author={Krause, Alexander and Klemmer, Jan H. and Huaman, Nicolas and Wermke, Dominik and Acar, Yasemin and Fahl, Sascha}, year={2022} }","ama":"Krause A, Klemmer JH, Huaman N, Wermke D, Acar Y, Fahl S. Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories. <i>CoRR</i>. 2022;abs/2211.06213. doi:<a href=\"https://doi.org/10.48550/arXiv.2211.06213\">10.48550/arXiv.2211.06213</a>","mla":"Krause, Alexander, et al. “Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories.” <i>CoRR</i>, vol. abs/2211.06213, 2022, doi:<a href=\"https://doi.org/10.48550/arXiv.2211.06213\">10.48550/arXiv.2211.06213</a>.","chicago":"Krause, Alexander, Jan H. Klemmer, Nicolas Huaman, Dominik Wermke, Yasemin Acar, and Sascha Fahl. “Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories.” <i>CoRR</i> abs/2211.06213 (2022). <a href=\"https://doi.org/10.48550/arXiv.2211.06213\">https://doi.org/10.48550/arXiv.2211.06213</a>.","short":"A. Krause, J.H. Klemmer, N. Huaman, D. Wermke, Y. Acar, S. Fahl, CoRR abs/2211.06213 (2022).","ieee":"A. Krause, J. H. Klemmer, N. Huaman, D. Wermke, Y. Acar, and S. Fahl, “Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories,” <i>CoRR</i>, vol. abs/2211.06213, 2022, doi: <a href=\"https://doi.org/10.48550/arXiv.2211.06213\">10.48550/arXiv.2211.06213</a>.","apa":"Krause, A., Klemmer, J. H., Huaman, N., Wermke, D., Acar, Y., &#38; Fahl, S. (2022). Committed by Accident: Studying Prevention and Remediation Strategies Against Secret Leakage in Source Code Repositories. <i>CoRR</i>, <i>abs/2211.06213</i>. <a href=\"https://doi.org/10.48550/arXiv.2211.06213\">https://doi.org/10.48550/arXiv.2211.06213</a>"},"publication":"CoRR","extern":"1"},{"date_updated":"2024-06-07T07:13:23Z","publication_identifier":{"isbn":["9781450392372"]},"author":[{"id":"105520","full_name":"Seiler, Moritz","first_name":"Moritz","last_name":"Seiler"},{"last_name":"Prager","first_name":"Raphael Patrick","full_name":"Prager, Raphael Patrick"},{"full_name":"Kerschke, Pascal","first_name":"Pascal","last_name":"Kerschke"},{"full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","id":"100740"}],"year":"2022","status":"public","title":"A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes","doi":"10.1145/3512290.3528834","user_id":"15504","publisher":"Association for Computing Machinery","_id":"46307","language":[{"iso":"eng"}],"page":"657–665","abstract":[{"text":"Exploratory Landscape Analysis is a powerful technique for numerically characterizing landscapes of single-objective continuous optimization problems. Landscape insights are crucial both for problem understanding as well as for assessing benchmark set diversity and composition. Despite the irrefutable usefulness of these features, they suffer from their own ailments and downsides. Hence, in this work we provide a collection of different approaches to characterize optimization landscapes. Similar to conventional landscape features, we require a small initial sample. However, instead of computing features based on that sample, we develop alternative representations of the original sample. These range from point clouds to 2D images and, therefore, are entirely feature-free. We demonstrate and validate our devised methods on the BBOB testbed and predict, with the help of Deep Learning, the high-level, expert-based landscape properties such as the degree of multimodality and the existence of funnel structures. The quality of our approaches is on par with methods relying on the traditional landscape features. Thereby, we provide an exciting new perspective on every research area which utilizes problem information such as problem understanding and algorithm design as well as automated algorithm configuration and selection.","lang":"eng"}],"citation":{"apa":"Seiler, M., Prager, R. P., Kerschke, P., &#38; Trautmann, H. (2022). A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes. <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 657–665. <a href=\"https://doi.org/10.1145/3512290.3528834\">https://doi.org/10.1145/3512290.3528834</a>","ieee":"M. Seiler, R. P. Prager, P. Kerschke, and H. Trautmann, “A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 2022, pp. 657–665, doi: <a href=\"https://doi.org/10.1145/3512290.3528834\">10.1145/3512290.3528834</a>.","chicago":"Seiler, Moritz, Raphael Patrick Prager, Pascal Kerschke, and Heike Trautmann. “A Collection of Deep Learning-Based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes.” In <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 657–665. New York, NY, USA: Association for Computing Machinery, 2022. <a href=\"https://doi.org/10.1145/3512290.3528834\">https://doi.org/10.1145/3512290.3528834</a>.","short":"M. Seiler, R.P. Prager, P. Kerschke, H. Trautmann, in: Proceedings of the Genetic and Evolutionary Computation Conference, Association for Computing Machinery, New York, NY, USA, 2022, pp. 657–665.","mla":"Seiler, Moritz, et al. “A Collection of Deep Learning-Based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes.” <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, Association for Computing Machinery, 2022, pp. 657–665, doi:<a href=\"https://doi.org/10.1145/3512290.3528834\">10.1145/3512290.3528834</a>.","ama":"Seiler M, Prager RP, Kerschke P, Trautmann H. A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes. In: <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>. Association for Computing Machinery; 2022:657–665. doi:<a href=\"https://doi.org/10.1145/3512290.3528834\">10.1145/3512290.3528834</a>","bibtex":"@inproceedings{Seiler_Prager_Kerschke_Trautmann_2022, place={New York, NY, USA}, title={A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes}, DOI={<a href=\"https://doi.org/10.1145/3512290.3528834\">10.1145/3512290.3528834</a>}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, publisher={Association for Computing Machinery}, author={Seiler, Moritz and Prager, Raphael Patrick and Kerschke, Pascal and Trautmann, Heike}, year={2022}, pages={657–665} }"},"publication":"Proceedings of the Genetic and Evolutionary Computation Conference","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","place":"New York, NY, USA","date_created":"2023-08-04T07:15:59Z"},{"publication_identifier":{"isbn":["978-3-031-14714-2"]},"author":[{"first_name":"Raphael Patrick","last_name":"Prager","full_name":"Prager, Raphael Patrick"},{"id":"105520","full_name":"Seiler, Moritz","last_name":"Seiler","first_name":"Moritz"},{"id":"100740","full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann"},{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"}],"title":"Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods","year":"2022","date_updated":"2024-06-07T07:13:47Z","language":[{"iso":"eng"}],"doi":"10.1007/978-3-031-14714-2_1","publication":"Parallel Problem Solving from Nature — PPSN XVII","abstract":[{"text":"In recent years, feature-based automated algorithm selection using exploratory landscape analysis has demonstrated its great potential in single-objective continuous black-box optimization. However, feature computation is problem-specific and can be costly in terms of computational resources. This paper investigates feature-free approaches that rely on state-of-the-art deep learning techniques operating on either images or point clouds. We show that point-cloud-based strategies, in particular, are highly competitive and also substantially reduce the size of the required solver portfolio. Moreover, we highlight the effect and importance of cost-sensitive learning in automated algorithm selection models.","lang":"eng"}],"date_created":"2023-08-04T07:12:33Z","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","status":"public","_id":"46304","publisher":"Springer International Publishing","page":"3–17","editor":[{"full_name":"Rudolph, Günter","first_name":"Günter","last_name":"Rudolph"},{"full_name":"Kononova, Anna V.","first_name":"Anna V.","last_name":"Kononova"},{"last_name":"Aguirre","first_name":"Hernán","full_name":"Aguirre, Hernán"},{"first_name":"Pascal","last_name":"Kerschke","full_name":"Kerschke, Pascal"},{"first_name":"Gabriela","last_name":"Ochoa","full_name":"Ochoa, Gabriela"},{"full_name":"Tušar, Tea","first_name":"Tea","last_name":"Tušar"}],"user_id":"15504","citation":{"ama":"Prager RP, Seiler M, Trautmann H, Kerschke P. Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods. In: Rudolph G, Kononova AV, Aguirre H, Kerschke P, Ochoa G, Tušar T, eds. <i>Parallel Problem Solving from Nature — PPSN XVII</i>. Springer International Publishing; 2022:3–17. doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">10.1007/978-3-031-14714-2_1</a>","bibtex":"@inproceedings{Prager_Seiler_Trautmann_Kerschke_2022, place={Cham}, title={Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">10.1007/978-3-031-14714-2_1</a>}, booktitle={Parallel Problem Solving from Nature — PPSN XVII}, publisher={Springer International Publishing}, author={Prager, Raphael Patrick and Seiler, Moritz and Trautmann, Heike and Kerschke, Pascal}, editor={Rudolph, Günter and Kononova, Anna V. and Aguirre, Hernán and Kerschke, Pascal and Ochoa, Gabriela and Tušar, Tea}, year={2022}, pages={3–17} }","mla":"Prager, Raphael Patrick, et al. “Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods.” <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph et al., Springer International Publishing, 2022, pp. 3–17, doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">10.1007/978-3-031-14714-2_1</a>.","short":"R.P. Prager, M. Seiler, H. Trautmann, P. Kerschke, in: G. Rudolph, A.V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, T. Tušar (Eds.), Parallel Problem Solving from Nature — PPSN XVII, Springer International Publishing, Cham, 2022, pp. 3–17.","chicago":"Prager, Raphael Patrick, Moritz Seiler, Heike Trautmann, and Pascal Kerschke. “Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods.” In <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph, Anna V. Kononova, Hernán Aguirre, Pascal Kerschke, Gabriela Ochoa, and Tea Tušar, 3–17. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">https://doi.org/10.1007/978-3-031-14714-2_1</a>.","apa":"Prager, R. P., Seiler, M., Trautmann, H., &#38; Kerschke, P. (2022). Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods. In G. Rudolph, A. V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, &#38; T. Tušar (Eds.), <i>Parallel Problem Solving from Nature — PPSN XVII</i> (pp. 3–17). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">https://doi.org/10.1007/978-3-031-14714-2_1</a>","ieee":"R. P. Prager, M. Seiler, H. Trautmann, and P. Kerschke, “Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods,” in <i>Parallel Problem Solving from Nature — PPSN XVII</i>, 2022, pp. 3–17, doi: <a href=\"https://doi.org/10.1007/978-3-031-14714-2_1\">10.1007/978-3-031-14714-2_1</a>."},"place":"Cham"},{"date_created":"2023-08-04T07:11:34Z","place":"Palo Alto, CA, USA","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","citation":{"ieee":"J. S. Pohl, D. Assenmacher, M. Seiler, H. Trautmann, and C. Grimme, “Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches,” in <i>Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)</i>, 2022, pp. 1–10, doi: <a href=\"https://doi.org/10.36190/2022.91\">10.36190/2022.91</a>.","apa":"Pohl, J. S., Assenmacher, D., Seiler, M., Trautmann, H., &#38; Grimme, C. (2022). Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches. In  for the Advancement of Artificial Intelligence (AAAI) Association (Ed.), <i>Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)</i> (pp. 1–10). AAAI Press. <a href=\"https://doi.org/10.36190/2022.91\">https://doi.org/10.36190/2022.91</a>","short":"J.S. Pohl, D. Assenmacher, M. Seiler, H. Trautmann, C. Grimme, in:  for the Advancement of Artificial Intelligence (AAAI) Association (Ed.), Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM), AAAI Press, Palo Alto, CA, USA, 2022, pp. 1–10.","chicago":"Pohl, Janina Susanne, Dennis Assenmacher, Moritz Seiler, Heike Trautmann, and Christian Grimme. “Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches.” In <i>Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)</i>, edited by for the Advancement of Artificial Intelligence (AAAI) Association, 1–10. Palo Alto, CA, USA: AAAI Press, 2022. <a href=\"https://doi.org/10.36190/2022.91\">https://doi.org/10.36190/2022.91</a>.","mla":"Pohl, Janina Susanne, et al. “Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches.” <i>Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)</i>, edited by for the Advancement of Artificial Intelligence (AAAI) Association, AAAI Press, 2022, pp. 1–10, doi:<a href=\"https://doi.org/10.36190/2022.91\">10.36190/2022.91</a>.","bibtex":"@inproceedings{Pohl_Assenmacher_Seiler_Trautmann_Grimme_2022, place={Palo Alto, CA, USA}, title={Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches}, DOI={<a href=\"https://doi.org/10.36190/2022.91\">10.36190/2022.91</a>}, booktitle={Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)}, publisher={AAAI Press}, author={Pohl, Janina Susanne and Assenmacher, Dennis and Seiler, Moritz and Trautmann, Heike and Grimme, Christian}, editor={the Advancement of Artificial Intelligence (AAAI) Association, for}, year={2022}, pages={1–10} }","ama":"Pohl JS, Assenmacher D, Seiler M, Trautmann H, Grimme C. Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches. In: the Advancement of Artificial Intelligence (AAAI) Association  for, ed. <i>Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)</i>. AAAI Press; 2022:1–10. doi:<a href=\"https://doi.org/10.36190/2022.91\">10.36190/2022.91</a>"},"publication":"Workshop Proceedings of the 16$^th$ International Conference on Web and Social Media (ICWSM)","abstract":[{"text":"Social media platforms are essential for information sharing and, thus, prone to coordinated dis- and misinformation campaigns. Nevertheless, research in this area is hampered by strict data sharing regulations imposed by the platforms, resulting in a lack of benchmark data. Previous work focused on circumventing these rules by either pseudonymizing the data or sharing fragments. In this work, we will address the benchmarking crisis by presenting a methodology that can be used to create artificial campaigns out of original campaign building blocks. We conduct a proof-of-concept study using the freely available generative language model GPT-Neo in this context and demonstrate that the campaign patterns can flexibly be adapted to an underlying social media stream and evade state-of-the-art campaign detection approaches based on stream clustering. Thus, we not only provide a framework for artificial benchmark generation but also demonstrate the possible adversarial nature of such benchmarks for challenging and advancing current campaign detection methods.","lang":"eng"}],"publisher":"AAAI Press","_id":"46303","language":[{"iso":"eng"}],"page":"1–10","editor":[{"last_name":"the Advancement of Artificial Intelligence (AAAI) Association","first_name":"for","full_name":"the Advancement of Artificial Intelligence (AAAI) Association, for"}],"user_id":"15504","doi":"10.36190/2022.91","author":[{"last_name":"Pohl","first_name":"Janina Susanne","full_name":"Pohl, Janina Susanne"},{"first_name":"Dennis","last_name":"Assenmacher","full_name":"Assenmacher, Dennis"},{"last_name":"Seiler","first_name":"Moritz","full_name":"Seiler, Moritz","id":"105520"},{"first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"},{"last_name":"Grimme","first_name":"Christian","full_name":"Grimme, Christian"}],"year":"2022","status":"public","title":"Artificial Social Media Campaign Creation for Benchmarking and Challenging Detection Approaches","date_updated":"2024-06-07T07:13:35Z"},{"department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","date_created":"2023-08-04T07:17:23Z","abstract":[{"lang":"eng","text":"Due to the rise of continuous data-generating applications, analyzing data streams has gained increasing attention over the past decades. A core research area in stream data is stream classification, which categorizes or detects data points within an evolving stream of observations. Areas of stream classification are diverse—ranging, e.g., from monitoring sensor data to analyzing a wide range of (social) media applications. Research in stream classification is related to developing methods that adapt to the changing and potentially volatile data stream. It focuses on individual aspects of the stream classification pipeline, e.g., designing suitable algorithm architectures, an efficient train and test procedure, or detecting so-called concept drifts. As a result of the many different research questions and strands, the field is challenging to grasp, especially for beginners. This survey explores, summarizes, and categorizes work within the domain of stream classification and identifies core research threads over the past few years. It is structured based on the stream classification process to facilitate coordination within this complex topic, including common application scenarios and benchmarking data sets. Thus, both newcomers to the field and experts who want to widen their scope can gain (additional) insight into this research area and find starting points and pointers to more in-depth literature on specific issues and research directions in the field."}],"citation":{"ama":"Clever L, Pohl JS, Bossek J, Kerschke P, Trautmann H. Process-Oriented Stream Classification Pipeline: A Literature Review. <i>Applied Sciences</i>. 2022;12(8):1–44. doi:<a href=\"https://doi.org/10.3390/app12189094\">10.3390/app12189094</a>","bibtex":"@article{Clever_Pohl_Bossek_Kerschke_Trautmann_2022, title={Process-Oriented Stream Classification Pipeline: A Literature Review}, volume={12}, DOI={<a href=\"https://doi.org/10.3390/app12189094\">10.3390/app12189094</a>}, number={8}, journal={Applied Sciences}, author={Clever, Lena and Pohl, Janina Susanne and Bossek, Jakob and Kerschke, Pascal and Trautmann, Heike}, year={2022}, pages={1–44} }","mla":"Clever, Lena, et al. “Process-Oriented Stream Classification Pipeline: A Literature Review.” <i>Applied Sciences</i>, vol. 12, no. 8, 2022, pp. 1–44, doi:<a href=\"https://doi.org/10.3390/app12189094\">10.3390/app12189094</a>.","short":"L. Clever, J.S. Pohl, J. Bossek, P. Kerschke, H. Trautmann, Applied Sciences 12 (2022) 1–44.","chicago":"Clever, Lena, Janina Susanne Pohl, Jakob Bossek, Pascal Kerschke, and Heike Trautmann. “Process-Oriented Stream Classification Pipeline: A Literature Review.” <i>Applied Sciences</i> 12, no. 8 (2022): 1–44. <a href=\"https://doi.org/10.3390/app12189094\">https://doi.org/10.3390/app12189094</a>.","apa":"Clever, L., Pohl, J. S., Bossek, J., Kerschke, P., &#38; Trautmann, H. (2022). Process-Oriented Stream Classification Pipeline: A Literature Review. <i>Applied Sciences</i>, <i>12</i>(8), 1–44. <a href=\"https://doi.org/10.3390/app12189094\">https://doi.org/10.3390/app12189094</a>","ieee":"L. Clever, J. S. Pohl, J. Bossek, P. Kerschke, and H. Trautmann, “Process-Oriented Stream Classification Pipeline: A Literature Review,” <i>Applied Sciences</i>, vol. 12, no. 8, pp. 1–44, 2022, doi: <a href=\"https://doi.org/10.3390/app12189094\">10.3390/app12189094</a>."},"publication":"Applied Sciences","issue":"8","volume":12,"doi":"10.3390/app12189094","user_id":"15504","_id":"46309","language":[{"iso":"eng"}],"page":"1–44","intvolume":"        12","date_updated":"2024-06-10T12:02:17Z","author":[{"full_name":"Clever, Lena","first_name":"Lena","last_name":"Clever"},{"first_name":"Janina Susanne","last_name":"Pohl","full_name":"Pohl, Janina Susanne"},{"full_name":"Bossek, Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","first_name":"Jakob","id":"102979"},{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"},{"id":"100740","full_name":"Trautmann, Heike","last_name":"Trautmann","first_name":"Heike","orcid":"0000-0002-9788-8282"}],"title":"Process-Oriented Stream Classification Pipeline: A Literature Review","status":"public","year":"2022"},{"date_created":"2023-08-04T07:10:52Z","place":"Cham","type":"conference","department":[{"_id":"34"},{"_id":"819"}],"publication":"Parallel Problem Solving from Nature — PPSN XVII","citation":{"ama":"Heins J, Rook J, Schäpermeier L, Kerschke P, Bossek J, Trautmann H. BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems. In: Rudolph G, Kononova A, Aguirre H, Kerschke P, Ochoa G, Tušar T, eds. <i>Parallel Problem Solving from Nature — PPSN XVII</i>. Springer International Publishing; 2022:192–206.","short":"J. Heins, J. Rook, L. Schäpermeier, P. Kerschke, J. Bossek, H. Trautmann, in: G. Rudolph, A. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, T. Tušar (Eds.), Parallel Problem Solving from Nature — PPSN XVII, Springer International Publishing, Cham, 2022, pp. 192–206.","chicago":"Heins, J, J Rook, L Schäpermeier, P Kerschke, Jakob Bossek, and Heike Trautmann. “BBE: Basin-Based Evaluation of Multimodal Multi-Objective Optimization Problems.” In <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by G Rudolph, AV Kononova, H Aguirre, P Kerschke, G Ochoa, and T Tušar, 192–206. Cham: Springer International Publishing, 2022.","bibtex":"@inproceedings{Heins_Rook_Schäpermeier_Kerschke_Bossek_Trautmann_2022, place={Cham}, title={BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems}, booktitle={Parallel Problem Solving from Nature — PPSN XVII}, publisher={Springer International Publishing}, author={Heins, J and Rook, J and Schäpermeier, L and Kerschke, P and Bossek, Jakob and Trautmann, Heike}, editor={Rudolph, G and Kononova, AV and Aguirre, H and Kerschke, P and Ochoa, G and Tušar, T}, year={2022}, pages={192–206} }","apa":"Heins, J., Rook, J., Schäpermeier, L., Kerschke, P., Bossek, J., &#38; Trautmann, H. (2022). BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems. In G. Rudolph, A. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, &#38; T. Tušar (Eds.), <i>Parallel Problem Solving from Nature — PPSN XVII</i> (pp. 192–206). Springer International Publishing.","mla":"Heins, J., et al. “BBE: Basin-Based Evaluation of Multimodal Multi-Objective Optimization Problems.” <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by G Rudolph et al., Springer International Publishing, 2022, pp. 192–206.","ieee":"J. Heins, J. Rook, L. Schäpermeier, P. Kerschke, J. Bossek, and H. Trautmann, “BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems,” in <i>Parallel Problem Solving from Nature — PPSN XVII</i>, 2022, pp. 192–206."},"page":"192–206","_id":"46302","language":[{"iso":"eng"}],"publisher":"Springer International Publishing","user_id":"15504","editor":[{"full_name":"Rudolph, G","last_name":"Rudolph","first_name":"G"},{"full_name":"Kononova, AV","last_name":"Kononova","first_name":"AV"},{"full_name":"Aguirre, H","last_name":"Aguirre","first_name":"H"},{"full_name":"Kerschke, P","first_name":"P","last_name":"Kerschke"},{"first_name":"G","last_name":"Ochoa","full_name":"Ochoa, G"},{"last_name":"Tušar","first_name":"T","full_name":"Tušar, T"}],"year":"2022","title":"BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems","status":"public","author":[{"full_name":"Heins, J","first_name":"J","last_name":"Heins"},{"full_name":"Rook, J","last_name":"Rook","first_name":"J"},{"full_name":"Schäpermeier, L","first_name":"L","last_name":"Schäpermeier"},{"full_name":"Kerschke, P","last_name":"Kerschke","first_name":"P"},{"full_name":"Bossek, Jakob","last_name":"Bossek","first_name":"Jakob","orcid":"0000-0002-4121-4668","id":"102979"},{"last_name":"Trautmann","first_name":"Heike","orcid":"0000-0002-9788-8282","full_name":"Trautmann, Heike","id":"100740"}],"publication_identifier":{"isbn":["978-3-031-14714-2"]},"date_updated":"2024-06-10T12:02:35Z"}]