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A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda. <i>IEEE Security &#38; Privacy</i>, <i>21</i>(6), 59–63.","mla":"Fourné, Marcel, et al. “A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda.” <i>IEEE Security &#38; Privacy</i>, vol. 21, no. 6, IEEE, 2023, pp. 59–63.","bibtex":"@article{Fourné_Wermke_Fahl_Acar_2023, title={A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda}, volume={21}, number={6}, journal={IEEE Security &#38; Privacy}, publisher={IEEE}, author={Fourné, Marcel and Wermke, Dominik and Fahl, Sascha and Acar, Yasemin}, year={2023}, pages={59–63} }","short":"M. Fourné, D. Wermke, S. Fahl, Y. 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Security, Privacy, and Data-sharing Trade-offs When Moving to the United States: Insights from a Qualitative Study. <i>2024 IEEE Symposium on Security and Privacy (SP)</i>, 4–4.","mla":"Tran, Mindy, et al. “Security, Privacy, and Data-Sharing Trade-Offs When Moving to the United States: Insights from a Qualitative Study.” <i>2024 IEEE Symposium on Security and Privacy (SP)</i>, 2023, pp. 4–4.","bibtex":"@inproceedings{Tran_Munyendo_Sri Ramulu_Rodriguez_Schnell_Sula_Simko_Acar_2023, title={Security, Privacy, and Data-sharing Trade-offs When Moving to the United States: Insights from a Qualitative Study}, booktitle={2024 IEEE Symposium on Security and Privacy (SP)}, author={Tran, Mindy and Munyendo, Collins W and Sri Ramulu, Harshini and Rodriguez, Rachel Gonzalez and Schnell, Luisa Ball and Sula, Cora and Simko, Lucy and Acar, Yasemin}, year={2023}, pages={4–4} }","short":"M. Tran, C.W. Munyendo, H. Sri Ramulu, R.G. Rodriguez, L.B. Schnell, C. Sula, L. Simko, Y. Acar, in: 2024 IEEE Symposium on Security and Privacy (SP), 2023, pp. 4–4.","ieee":"M. Tran <i>et al.</i>, “Security, Privacy, and Data-sharing Trade-offs When Moving to the United States: Insights from a Qualitative Study,” in <i>2024 IEEE Symposium on Security and Privacy (SP)</i>, 2023, pp. 4–4.","chicago":"Tran, Mindy, Collins W Munyendo, Harshini Sri Ramulu, Rachel Gonzalez Rodriguez, Luisa Ball Schnell, Cora Sula, Lucy Simko, and Yasemin Acar. “Security, Privacy, and Data-Sharing Trade-Offs When Moving to the United States: Insights from a Qualitative Study.” In <i>2024 IEEE Symposium on Security and Privacy (SP)</i>, 4–4, 2023.","ama":"Tran M, Munyendo CW, Sri Ramulu H, et al. Security, Privacy, and Data-sharing Trade-offs When Moving to the United States: Insights from a Qualitative Study. In: <i>2024 IEEE Symposium on Security and Privacy (SP)</i>. ; 2023:4–4."},"year":"2023","author":[{"full_name":"Tran, Mindy","id":"99001","last_name":"Tran","first_name":"Mindy"},{"first_name":"Collins W","last_name":"Munyendo","full_name":"Munyendo, Collins W"},{"first_name":"Harshini","orcid":"0000-0002-0000-5843","last_name":"Sri Ramulu","full_name":"Sri Ramulu, Harshini","id":"99000"},{"first_name":"Rachel Gonzalez","last_name":"Rodriguez","full_name":"Rodriguez, Rachel Gonzalez"},{"first_name":"Luisa Ball","full_name":"Schnell, Luisa Ball","last_name":"Schnell"},{"first_name":"Cora","last_name":"Sula","full_name":"Sula, Cora"},{"first_name":"Lucy","full_name":"Simko, Lucy","last_name":"Simko"},{"id":"94636","full_name":"Acar, Yasemin","last_name":"Acar","first_name":"Yasemin"}],"date_created":"2024-04-09T07:11:01Z","date_updated":"2024-06-05T13:52:39Z","title":"Security, Privacy, and Data-sharing Trade-offs When Moving to the United States: Insights from a Qualitative Study"},{"page":"59–63","intvolume":"        21","citation":{"chicago":"Fourné, Marcel, Dominik Wermke, Sascha Fahl, and Yasemin Acar. “A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda.” <i>IEEE Secur. Priv.</i> 21, no. 6 (2023): 59–63. <a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">https://doi.org/10.1109/MSEC.2023.3316569</a>.","ieee":"M. Fourné, D. Wermke, S. Fahl, and Y. Acar, “A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda,” <i>IEEE Secur. Priv.</i>, vol. 21, no. 6, pp. 59–63, 2023, doi: <a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">10.1109/MSEC.2023.3316569</a>.","bibtex":"@article{Fourné_Wermke_Fahl_Acar_2023, title={A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda}, volume={21}, DOI={<a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">10.1109/MSEC.2023.3316569</a>}, number={6}, journal={IEEE Secur. Priv.}, author={Fourné, Marcel and Wermke, Dominik and Fahl, Sascha and Acar, Yasemin}, year={2023}, pages={59–63} }","short":"M. Fourné, D. Wermke, S. Fahl, Y. Acar, IEEE Secur. Priv. 21 (2023) 59–63.","mla":"Fourné, Marcel, et al. “A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda.” <i>IEEE Secur. Priv.</i>, vol. 21, no. 6, 2023, pp. 59–63, doi:<a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">10.1109/MSEC.2023.3316569</a>.","apa":"Fourné, M., Wermke, D., Fahl, S., &#38; Acar, Y. (2023). A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda. <i>IEEE Secur. Priv.</i>, <i>21</i>(6), 59–63. <a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">https://doi.org/10.1109/MSEC.2023.3316569</a>","ama":"Fourné M, Wermke D, Fahl S, Acar Y. A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda. <i>IEEE Secur Priv</i>. 2023;21(6):59–63. doi:<a href=\"https://doi.org/10.1109/MSEC.2023.3316569\">10.1109/MSEC.2023.3316569</a>"},"year":"2023","issue":"6","doi":"10.1109/MSEC.2023.3316569","title":"A Viewpoint on Human Factors in Software Supply Chain Security: A Research Agenda","volume":21,"author":[{"full_name":"Fourné, Marcel","id":"99291","last_name":"Fourné","first_name":"Marcel"},{"first_name":"Dominik","full_name":"Wermke, Dominik","last_name":"Wermke"},{"first_name":"Sascha","full_name":"Fahl, Sascha","last_name":"Fahl"},{"first_name":"Yasemin","last_name":"Acar","id":"94636","full_name":"Acar, Yasemin"}],"date_created":"2024-04-08T09:02:04Z","date_updated":"2024-06-05T13:51:52Z","status":"public","publication":"IEEE Secur. Priv.","type":"journal_article","language":[{"iso":"eng"}],"department":[{"_id":"858"}],"user_id":"14931","_id":"53348"},{"status":"public","type":"journal_article","publication":"Proc. ACM Hum. Comput. Interact.","language":[{"iso":"eng"}],"_id":"53352","user_id":"14931","department":[{"_id":"858"}],"year":"2023","citation":{"short":"L. Simko, H. Sri Ramulu, T. Kohno, Y. Acar, Proc. ACM Hum. Comput. Interact. 7 (2023) 1–54.","mla":"Simko, Lucy, et al. “The Use and Non-Use of Technology During Hurricanes.” <i>Proc. ACM Hum. Comput. Interact.</i>, vol. 7, no. CSCW2, 2023, pp. 1–54, doi:<a href=\"https://doi.org/10.1145/3610215\">10.1145/3610215</a>.","bibtex":"@article{Simko_Sri Ramulu_Kohno_Acar_2023, title={The Use and Non-Use of Technology During Hurricanes}, volume={7}, DOI={<a href=\"https://doi.org/10.1145/3610215\">10.1145/3610215</a>}, number={CSCW2}, journal={Proc. ACM Hum. Comput. Interact.}, author={Simko, Lucy and Sri Ramulu, Harshini and Kohno, Tadayoshi and Acar, Yasemin}, year={2023}, pages={1–54} }","apa":"Simko, L., Sri Ramulu, H., Kohno, T., &#38; Acar, Y. (2023). The Use and Non-Use of Technology During Hurricanes. <i>Proc. ACM Hum. Comput. Interact.</i>, <i>7</i>(CSCW2), 1–54. <a href=\"https://doi.org/10.1145/3610215\">https://doi.org/10.1145/3610215</a>","ama":"Simko L, Sri Ramulu H, Kohno T, Acar Y. The Use and Non-Use of Technology During Hurricanes. <i>Proc ACM Hum Comput Interact</i>. 2023;7(CSCW2):1–54. doi:<a href=\"https://doi.org/10.1145/3610215\">10.1145/3610215</a>","ieee":"L. Simko, H. Sri Ramulu, T. Kohno, and Y. Acar, “The Use and Non-Use of Technology During Hurricanes,” <i>Proc. ACM Hum. Comput. Interact.</i>, vol. 7, no. CSCW2, pp. 1–54, 2023, doi: <a href=\"https://doi.org/10.1145/3610215\">10.1145/3610215</a>.","chicago":"Simko, Lucy, Harshini Sri Ramulu, Tadayoshi Kohno, and Yasemin Acar. “The Use and Non-Use of Technology During Hurricanes.” <i>Proc. ACM Hum. Comput. Interact.</i> 7, no. CSCW2 (2023): 1–54. <a href=\"https://doi.org/10.1145/3610215\">https://doi.org/10.1145/3610215</a>."},"intvolume":"         7","page":"1–54","issue":"CSCW2","title":"The Use and Non-Use of Technology During Hurricanes","doi":"10.1145/3610215","date_updated":"2024-06-05T13:53:38Z","author":[{"first_name":"Lucy","last_name":"Simko","full_name":"Simko, Lucy"},{"id":"99000","full_name":"Sri Ramulu, Harshini","orcid":"0000-0002-0000-5843","last_name":"Sri Ramulu","first_name":"Harshini"},{"last_name":"Kohno","full_name":"Kohno, Tadayoshi","first_name":"Tadayoshi"},{"id":"94636","full_name":"Acar, Yasemin","last_name":"Acar","first_name":"Yasemin"}],"date_created":"2024-04-08T09:22:02Z","volume":7},{"year":"2023","issue":"4-5","quality_controlled":"1","title":"Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism","date_created":"2023-11-02T09:31:17Z","publication":"Critical Sociology","language":[{"iso":"eng"}],"page":"727-745","intvolume":"        50","citation":{"ama":"Fuchs C. Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism. <i>Critical Sociology</i>. 2023;50(4-5):727-745. doi:<a href=\"https://doi.org/10.1177/08969205231206488 \">10.1177/08969205231206488 </a>","ieee":"C. Fuchs, “Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism,” <i>Critical Sociology</i>, vol. 50, no. 4–5, pp. 727–745, 2023, doi: <a href=\"https://doi.org/10.1177/08969205231206488 \">10.1177/08969205231206488 </a>.","chicago":"Fuchs, Christian. “Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism.” <i>Critical Sociology</i> 50, no. 4–5 (2023): 727–45. <a href=\"https://doi.org/10.1177/08969205231206488 \">https://doi.org/10.1177/08969205231206488 </a>.","apa":"Fuchs, C. (2023). Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism. <i>Critical Sociology</i>, <i>50</i>(4–5), 727–745. <a href=\"https://doi.org/10.1177/08969205231206488 \">https://doi.org/10.1177/08969205231206488 </a>","short":"C. Fuchs, Critical Sociology 50 (2023) 727–745.","mla":"Fuchs, Christian. “Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism.” <i>Critical Sociology</i>, vol. 50, no. 4–5, 2023, pp. 727–45, doi:<a href=\"https://doi.org/10.1177/08969205231206488 \">10.1177/08969205231206488 </a>.","bibtex":"@article{Fuchs_2023, title={Ibn Khaldûn and the Political Economy of Communication in the Age of Digital Capitalism}, volume={50}, DOI={<a href=\"https://doi.org/10.1177/08969205231206488 \">10.1177/08969205231206488 </a>}, number={4–5}, journal={Critical Sociology}, author={Fuchs, Christian}, year={2023}, pages={727–745} }"},"related_material":{"link":[{"url":"https://doi.org/10.1177/08969205231201050","relation":"supplementary_material","description":"Comment on the article (Graham Murdock)"},{"url":"https://doi.org/10.1177/08969205231201382 ","description":"Response to Graham Murdock","relation":"supplementary_material"}]},"publication_status":"published","doi":"10.1177/08969205231206488 ","main_file_link":[{"url":"https://doi.org/10.1177/08969205231206488 ","open_access":"1"}],"volume":50,"author":[{"first_name":"Christian","last_name":"Fuchs","orcid":"0000-0003-0589-4579","full_name":"Fuchs, Christian","id":"21863"}],"oa":"1","date_updated":"2024-06-10T05:13:22Z","status":"public","type":"journal_article","department":[{"_id":"136"},{"_id":"11"}],"user_id":"21863","_id":"48589","project":[{"name":"PÖDIM: Politische Ökonomie der digitalen Medien und der digitalen Kommunikation","_id":"1086"},{"name":"PÖM: Politische Ökonomie der Medien und der Kommunikation","_id":"1084"}]},{"title":"Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock","date_created":"2023-11-02T09:36:35Z","year":"2023","issue":"4-5","quality_controlled":"1","language":[{"iso":"eng"}],"publication":"Critical Sociology","main_file_link":[{"url":"https://doi.org/10.1177/08969205231201382 ","open_access":"1"}],"doi":"10.1177/08969205231201382","author":[{"orcid":"0000-0003-0589-4579","last_name":"Fuchs","id":"21863","full_name":"Fuchs, Christian","first_name":"Christian"}],"volume":50,"date_updated":"2024-06-10T05:14:13Z","oa":"1","citation":{"chicago":"Fuchs, Christian. “Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock.” <i>Critical Sociology</i> 50, no. 4–5 (2023): 757–65. <a href=\"https://doi.org/10.1177/08969205231201382\">https://doi.org/10.1177/08969205231201382</a>.","ieee":"C. Fuchs, “Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock,” <i>Critical Sociology</i>, vol. 50, no. 4–5, pp. 757–765, 2023, doi: <a href=\"https://doi.org/10.1177/08969205231201382\">10.1177/08969205231201382</a>.","ama":"Fuchs C. Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock. <i>Critical Sociology</i>. 2023;50(4-5):757-765. doi:<a href=\"https://doi.org/10.1177/08969205231201382\">10.1177/08969205231201382</a>","apa":"Fuchs, C. (2023). Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock. <i>Critical Sociology</i>, <i>50</i>(4–5), 757–765. <a href=\"https://doi.org/10.1177/08969205231201382\">https://doi.org/10.1177/08969205231201382</a>","bibtex":"@article{Fuchs_2023, title={Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock}, volume={50}, DOI={<a href=\"https://doi.org/10.1177/08969205231201382\">10.1177/08969205231201382</a>}, number={4–5}, journal={Critical Sociology}, author={Fuchs, Christian}, year={2023}, pages={757–765} }","short":"C. Fuchs, Critical Sociology 50 (2023) 757–765.","mla":"Fuchs, Christian. “Ibn Khaldûn and the Political Economy of Communication: A Reply to Graham Murdock.” <i>Critical Sociology</i>, vol. 50, no. 4–5, 2023, pp. 757–65, doi:<a href=\"https://doi.org/10.1177/08969205231201382\">10.1177/08969205231201382</a>."},"intvolume":"        50","page":"757-765","related_material":{"link":[{"url":"https://doi.org/10.1177/08969205231206488 ","description":"Original article to which this article refers","relation":"supplementary_material"},{"relation":"supplementary_material","description":"Comment by Graham Murdock to which this article refers","url":"https://doi.org/10.1177/08969205231201050"}]},"publication_status":"published","user_id":"21863","department":[{"_id":"136"},{"_id":"11"}],"project":[{"name":"PÖDIM: Politische Ökonomie der digitalen Medien und der digitalen Kommunikation","_id":"1086"},{"name":"PÖM: Politische Ökonomie der Medien und der Kommunikation","_id":"1084"}],"_id":"48590","status":"public","type":"journal_article"},{"date_updated":"2024-06-10T11:57:21Z","volume":940,"date_created":"2023-08-04T07:18:38Z","author":[{"last_name":"Heins","full_name":"Heins, Jonathan","first_name":"Jonathan"},{"first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","id":"102979","full_name":"Bossek, Jakob"},{"first_name":"Janina","full_name":"Pohl, Janina","last_name":"Pohl"},{"id":"105520","full_name":"Seiler, Moritz","last_name":"Seiler","first_name":"Moritz"},{"id":"100740","full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike"},{"last_name":"Kerschke","full_name":"Kerschke, Pascal","first_name":"Pascal"}],"title":"A study on the effects of normalized TSP features for automated algorithm selection","doi":"https://doi.org/10.1016/j.tcs.2022.10.019","publication_identifier":{"issn":["0304-3975"]},"year":"2023","page":"123-145","intvolume":"       940","citation":{"ama":"Heins J, Bossek J, Pohl J, Seiler M, Trautmann H, Kerschke P. A study on the effects of normalized TSP features for automated algorithm selection. <i>Theoretical Computer Science</i>. 2023;940:123-145. doi:<a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>","chicago":"Heins, Jonathan, Jakob Bossek, Janina Pohl, Moritz Seiler, Heike Trautmann, and Pascal Kerschke. “A Study on the Effects of Normalized TSP Features for Automated Algorithm Selection.” <i>Theoretical Computer Science</i> 940 (2023): 123–45. <a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>.","ieee":"J. Heins, J. Bossek, J. Pohl, M. Seiler, H. Trautmann, and P. Kerschke, “A study on the effects of normalized TSP features for automated algorithm selection,” <i>Theoretical Computer Science</i>, vol. 940, pp. 123–145, 2023, doi: <a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>.","short":"J. Heins, J. Bossek, J. Pohl, M. Seiler, H. Trautmann, P. Kerschke, Theoretical Computer Science 940 (2023) 123–145.","bibtex":"@article{Heins_Bossek_Pohl_Seiler_Trautmann_Kerschke_2023, title={A study on the effects of normalized TSP features for automated algorithm selection}, volume={940}, DOI={<a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>}, journal={Theoretical Computer Science}, author={Heins, Jonathan and Bossek, Jakob and Pohl, Janina and Seiler, Moritz and Trautmann, Heike and Kerschke, Pascal}, year={2023}, pages={123–145} }","mla":"Heins, Jonathan, et al. “A Study on the Effects of Normalized TSP Features for Automated Algorithm Selection.” <i>Theoretical Computer Science</i>, vol. 940, 2023, pp. 123–45, doi:<a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>.","apa":"Heins, J., Bossek, J., Pohl, J., Seiler, M., Trautmann, H., &#38; Kerschke, P. (2023). A study on the effects of normalized TSP features for automated algorithm selection. <i>Theoretical Computer Science</i>, <i>940</i>, 123–145. <a href=\"https://doi.org/10.1016/j.tcs.2022.10.019\">https://doi.org/10.1016/j.tcs.2022.10.019</a>"},"_id":"46310","department":[{"_id":"34"},{"_id":"819"}],"user_id":"15504","keyword":["Feature normalization","Algorithm selection","Traveling salesperson problem"],"language":[{"iso":"eng"}],"publication":"Theoretical Computer Science","type":"journal_article","abstract":[{"lang":"eng","text":"Classic automated algorithm selection (AS) for (combinatorial) optimization problems heavily relies on so-called instance features, i.e., numerical characteristics of the problem at hand ideally extracted with computationally low-demanding routines. For the traveling salesperson problem (TSP) a plethora of features have been suggested. Most of these features are, if at all, only normalized imprecisely raising the issue of feature values being strongly affected by the instance size. Such artifacts may have detrimental effects on algorithm selection models. We propose a normalization for two feature groups which stood out in multiple AS studies on the TSP: (a) features based on a minimum spanning tree (MST) and (b) nearest neighbor relationships of the input instance. To this end we theoretically derive minimum and maximum values for properties of MSTs and k-nearest neighbor graphs (NNG) of Euclidean graphs. We analyze the differences in feature space between normalized versions of these features and their unnormalized counterparts. Our empirical investigations on various TSP benchmark sets point out that the feature scaling succeeds in eliminating the effect of the instance size. A proof-of-concept AS-study shows promising results: models trained with normalized features tend to outperform those trained with the respective vanilla features."}],"status":"public"},{"title":"Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP","doi":"10.1109/SSCI52147.2023.10372008","date_updated":"2024-06-10T11:56:58Z","date_created":"2023-11-14T15:59:01Z","author":[{"first_name":"Moritz","last_name":"Seiler","id":"105520","full_name":"Seiler, Moritz"},{"first_name":"Jeroen","last_name":"Rook","full_name":"Rook, Jeroen"},{"first_name":"Jonathan","last_name":"Heins","full_name":"Heins, Jonathan"},{"first_name":"Oliver Ludger","last_name":"Preuß","orcid":"0009-0008-9308-2418","full_name":"Preuß, Oliver Ludger","id":"102978"},{"orcid":"0000-0002-4121-4668","last_name":"Bossek","full_name":"Bossek, Jakob","id":"102979","first_name":"Jakob"},{"orcid":"0000-0002-9788-8282","last_name":"Trautmann","id":"100740","full_name":"Trautmann, Heike","first_name":"Heike"}],"year":"2023","page":"361 - 368","citation":{"ieee":"M. Seiler, J. Rook, J. Heins, O. L. Preuß, J. Bossek, and H. Trautmann, “Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP,” in <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, pp. 361–368, doi: <a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">10.1109/SSCI52147.2023.10372008</a>.","chicago":"Seiler, Moritz, Jeroen Rook, Jonathan Heins, Oliver Ludger Preuß, Jakob Bossek, and Heike Trautmann. “Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP.” In <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 361–68, n.d. <a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">https://doi.org/10.1109/SSCI52147.2023.10372008</a>.","ama":"Seiler M, Rook J, Heins J, Preuß OL, Bossek J, Trautmann H. Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP. In: <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>. ; :361-368. doi:<a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">10.1109/SSCI52147.2023.10372008</a>","short":"M. Seiler, J. Rook, J. Heins, O.L. Preuß, J. Bossek, H. Trautmann, in: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), n.d., pp. 361–368.","mla":"Seiler, Moritz, et al. “Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP.” <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, pp. 361–68, doi:<a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">10.1109/SSCI52147.2023.10372008</a>.","bibtex":"@inproceedings{Seiler_Rook_Heins_Preuß_Bossek_Trautmann, title={Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP}, DOI={<a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">10.1109/SSCI52147.2023.10372008</a>}, booktitle={2023 IEEE Symposium Series on Computational Intelligence (SSCI)}, author={Seiler, Moritz and Rook, Jeroen and Heins, Jonathan and Preuß, Oliver Ludger and Bossek, Jakob and Trautmann, Heike}, pages={361–368} }","apa":"Seiler, M., Rook, J., Heins, J., Preuß, O. L., Bossek, J., &#38; Trautmann, H. (n.d.). Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP. <i>2023 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 361–368. <a href=\"https://doi.org/10.1109/SSCI52147.2023.10372008\">https://doi.org/10.1109/SSCI52147.2023.10372008</a>"},"publication_status":"accepted","extern":"1","language":[{"iso":"eng"}],"_id":"48898","department":[{"_id":"819"}],"user_id":"15504","abstract":[{"lang":"eng","text":"Automated Algorithm Configuration (AAC) usually takes a global perspective: it identifies a parameter configuration for an (optimization) algorithm that maximizes a performance metric over a set of instances. However, the optimal choice of parameters strongly depends on the instance at hand and should thus be calculated on a per-instance basis. We explore the potential of Per-Instance Algorithm Configuration (PIAC) by using Reinforcement Learning (RL). To this end, we propose a novel PIAC approach that is based on deep neural networks. We apply it to predict configurations for the Lin\\textendash Kernighan heuristic (LKH) for the Traveling Salesperson Problem (TSP) individually for every single instance. To train our PIAC approach, we create a large set of 100000 TSP instances with 2000 nodes each \\textemdash currently the largest benchmark set to the best of our knowledge. We compare our approach to the state-of-the-art AAC method Sequential Model-based Algorithm Configuration (SMAC). The results show that our PIAC approach outperforms this baseline on both the newly created instance set and established instance sets."}],"status":"public","publication":"2023 IEEE Symposium Series on Computational Intelligence (SSCI)","type":"conference"}]