[{"status":"public","page":"32–47","publisher":"Springer International Publishing","_id":"46364","user_id":"15504","editor":[{"last_name":"et al. Joaquin","first_name":"Vanschooren","full_name":"et al. Joaquin, Vanschooren"}],"volume":10079,"citation":{"mla":"Blot, A., et al. “MO-ParamILS: A Multi-Objective Automatic Algorithm Configuration Framework.” <i>LION 2016: Learning and Intelligent Optimization</i>, edited by Vanschooren et al. Joaquin, vol. 10079, Springer International Publishing, 2016, pp. 32–47, doi:<a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">10.1007/978-3-319-50349-3_3</a>.","ama":"Blot A, Hoos H, Jourdan L, Marmion M, Trautmann H. MO-ParamILS: A Multi-objective Automatic Algorithm Configuration Framework. In: et al. Joaquin V, ed. <i>LION 2016: Learning and Intelligent Optimization</i>. Vol 10079. LNTCS. Springer International Publishing; 2016:32–47. doi:<a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">10.1007/978-3-319-50349-3_3</a>","bibtex":"@inproceedings{Blot_Hoos_Jourdan_Marmion_Trautmann_2016, place={Cham}, series={LNTCS}, title={MO-ParamILS: A Multi-objective Automatic Algorithm Configuration Framework}, volume={10079}, DOI={<a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">10.1007/978-3-319-50349-3_3</a>}, booktitle={LION 2016: Learning and Intelligent Optimization}, publisher={Springer International Publishing}, author={Blot, A and Hoos, H and Jourdan, L and Marmion, M and Trautmann, Heike}, editor={et al. Joaquin, Vanschooren}, year={2016}, pages={32–47}, collection={LNTCS} }","apa":"Blot, A., Hoos, H., Jourdan, L., Marmion, M., &#38; Trautmann, H. (2016). MO-ParamILS: A Multi-objective Automatic Algorithm Configuration Framework. In V. et al. Joaquin (Ed.), <i>LION 2016: Learning and Intelligent Optimization</i> (Vol. 10079, pp. 32–47). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">https://doi.org/10.1007/978-3-319-50349-3_3</a>","ieee":"A. Blot, H. Hoos, L. Jourdan, M. Marmion, and H. Trautmann, “MO-ParamILS: A Multi-objective Automatic Algorithm Configuration Framework,” in <i>LION 2016: Learning and Intelligent Optimization</i>, 2016, vol. 10079, pp. 32–47, doi: <a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">10.1007/978-3-319-50349-3_3</a>.","short":"A. Blot, H. Hoos, L. Jourdan, M. Marmion, H. Trautmann, in: V. et al. Joaquin (Ed.), LION 2016: Learning and Intelligent Optimization, Springer International Publishing, Cham, 2016, pp. 32–47.","chicago":"Blot, A, H Hoos, L Jourdan, M Marmion, and Heike Trautmann. “MO-ParamILS: A Multi-Objective Automatic Algorithm Configuration Framework.” In <i>LION 2016: Learning and Intelligent Optimization</i>, edited by Vanschooren et al. Joaquin, 10079:32–47. LNTCS. Cham: Springer International Publishing, 2016. <a href=\"https://doi.org/10.1007/978-3-319-50349-3_3\">https://doi.org/10.1007/978-3-319-50349-3_3</a>."},"place":"Cham","title":"MO-ParamILS: A Multi-objective Automatic Algorithm Configuration Framework","year":"2016","author":[{"last_name":"Blot","first_name":"A","full_name":"Blot, A"},{"first_name":"H","last_name":"Hoos","full_name":"Hoos, H"},{"first_name":"L","last_name":"Jourdan","full_name":"Jourdan, L"},{"full_name":"Marmion, M","last_name":"Marmion","first_name":"M"},{"id":"100740","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike"}],"date_updated":"2023-10-16T13:37:50Z","intvolume":"     10079","language":[{"iso":"eng"}],"series_title":"LNTCS","doi":"10.1007/978-3-319-50349-3_3","publication":"LION 2016: Learning and Intelligent Optimization","abstract":[{"text":"Automated algorithm configuration procedures play an increasingly important role in the development and application of algorithms for a wide range of computationally challenging problems. Until very recently, these configuration procedures were limited to optimising a single performance objective, such as the running time or solution quality achieved by the algorithm being configured. However, in many applications there is more than one performance objective of interest. This gives rise to the multi-objective automatic algorithm configuration problem, which involves finding a Pareto set of configurations of a given target algorithm that characterises trade-offs between multiple performance objectives. In this work, we introduce MO-ParamILS, a multi-objective extension of the state-of-the-art single-objective algorithm configuration framework ParamILS, and demonstrate that it produces good results on several challenging bi-objective algorithm configuration scenarios compared to a base-line obtained from using a state-of-the-art single-objective algorithm configurator.","lang":"eng"}],"date_created":"2023-08-04T15:10:09Z","type":"conference","department":[{"_id":"34"},{"_id":"819"}]},{"status":"public","user_id":"15504","editor":[{"full_name":"Squillero, G","last_name":"Squillero","first_name":"G"},{"last_name":"Burelli","first_name":"P","full_name":"Burelli, P"}],"page":"42–55","publisher":"Springer International Publishing","_id":"46363","citation":{"apa":"Rudolph, G., Schütze, O., &#38; Trautmann, H. (2016). On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front. In G. Squillero &#38; P. Burelli (Eds.), <i>Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II</i> (pp. 42–55). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-319-31153-1_4\">https://doi.org/10.1007/978-3-319-31153-1_4</a>","ieee":"G. Rudolph, O. Schütze, and H. Trautmann, “On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front,” in <i>Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II</i>, G. Squillero and P. Burelli, Eds. Cham: Springer International Publishing, 2016, pp. 42–55.","short":"G. Rudolph, O. Schütze, H. Trautmann, in: G. Squillero, P. Burelli (Eds.), Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II, Springer International Publishing, Cham, 2016, pp. 42–55.","chicago":"Rudolph, G, O Schütze, and Heike Trautmann. “On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front.” In <i>Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II</i>, edited by G Squillero and P Burelli, 42–55. Cham: Springer International Publishing, 2016. <a href=\"https://doi.org/10.1007/978-3-319-31153-1_4\">https://doi.org/10.1007/978-3-319-31153-1_4</a>.","mla":"Rudolph, G., et al. “On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front.” <i>Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II</i>, edited by G Squillero and P Burelli, Springer International Publishing, 2016, pp. 42–55, doi:<a href=\"https://doi.org/10.1007/978-3-319-31153-1_4\">10.1007/978-3-319-31153-1_4</a>.","ama":"Rudolph G, Schütze O, Trautmann H. On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front. In: Squillero G, Burelli P, eds. <i>Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II</i>. Springer International Publishing; 2016:42–55. doi:<a href=\"https://doi.org/10.1007/978-3-319-31153-1_4\">10.1007/978-3-319-31153-1_4</a>","bibtex":"@inbook{Rudolph_Schütze_Trautmann_2016, place={Cham}, title={On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front}, DOI={<a href=\"https://doi.org/10.1007/978-3-319-31153-1_4\">10.1007/978-3-319-31153-1_4</a>}, booktitle={Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II}, publisher={Springer International Publishing}, author={Rudolph, G and Schütze, O and Trautmann, Heike}, editor={Squillero, G and Burelli, P}, year={2016}, pages={42–55} }"},"place":"Cham","date_updated":"2023-10-16T13:37:33Z","year":"2016","title":"On the Closest Averaged Hausdorff Archive for a Circularly Convex Pareto Front","publication_identifier":{"isbn":["978-3-319-31153-1"]},"author":[{"last_name":"Rudolph","first_name":"G","full_name":"Rudolph, G"},{"first_name":"O","last_name":"Schütze","full_name":"Schütze, O"},{"full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","id":"100740"}],"doi":"10.1007/978-3-319-31153-1_4","language":[{"iso":"eng"}],"abstract":[{"text":"The averaged Hausdorff distance has been proposed as an indicator for assessing the quality of finitely sized approximations of the Pareto front of a multiobjective problem. Since many set-based, iterative optimization algorithms store their currently best approximation in an internal archive these approximations are also termed archives. In case of two objectives and continuous variables it is known that the best approximations in terms of averaged Hausdorff distance are subsets of the Pareto front if it is concave. If it is linear or circularly concave the points of the best approximation are equally spaced.\r\n\r\nHere, it is proven that the optimal averaged Hausdorff approximation and the Pareto front have an empty intersection if the Pareto front is circularly convex. But the points of the best approximation are equally spaced and they rapidly approach the Pareto front for increasing size of the approximation.","lang":"eng"}],"publication":"Applications of Evolutionary Computation: 19$^th$ European Conference, EvoApplications 2016, Porto, Portugal, March 30 — April 1, 2016, Proceedings, Part II","type":"book_chapter","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T15:09:14Z"},{"user_id":"15504","doi":"10.1007/978-3-319-45823-6_90","_id":"46369","publisher":"Springer","series_title":"Lecture Notes in Computer Science","language":[{"iso":"eng"}],"page":"962–972","date_updated":"2023-10-16T13:39:42Z","author":[{"first_name":"Pascal","last_name":"Kerschke","full_name":"Kerschke, Pascal"},{"last_name":"Wang","first_name":"Hao","full_name":"Wang, Hao"},{"first_name":"Mike","last_name":"Preuss","full_name":"Preuss, Mike"},{"full_name":"Grimme, Christian","last_name":"Grimme","first_name":"Christian"},{"full_name":"Deutz, André","last_name":"Deutz","first_name":"André"},{"id":"100740","full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike"},{"full_name":"Emmerich, Michael","last_name":"Emmerich","first_name":"Michael"}],"year":"2016","title":"Towards Analyzing Multimodality of Multiobjective Landscapes","status":"public","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","date_created":"2023-08-04T15:16:02Z","place":"Edinburgh, Scotland","abstract":[{"lang":"eng","text":"This paper formally defines multimodality in multiobjective optimization (MO). We introduce a test-bed in which multimodal MO problems with known properties can be constructed as well as numerical characteristics of the resulting landscape. Gradient- and local search based strategies are compared on exemplary problems together with specific performance indicators in the multimodal MO setting. By this means the foundation for Exploratory Landscape Analysis in MO is provided."}],"citation":{"ama":"Kerschke P, Wang H, Preuss M, et al. Towards Analyzing Multimodality of Multiobjective Landscapes. In: <i>Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)</i>. Lecture Notes in Computer Science. Springer; 2016:962–972. doi:<a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">10.1007/978-3-319-45823-6_90</a>","bibtex":"@inproceedings{Kerschke_Wang_Preuss_Grimme_Deutz_Trautmann_Emmerich_2016, place={Edinburgh, Scotland}, series={Lecture Notes in Computer Science}, title={Towards Analyzing Multimodality of Multiobjective Landscapes}, DOI={<a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">10.1007/978-3-319-45823-6_90</a>}, booktitle={Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)}, publisher={Springer}, author={Kerschke, Pascal and Wang, Hao and Preuss, Mike and Grimme, Christian and Deutz, André and Trautmann, Heike and Emmerich, Michael}, year={2016}, pages={962–972}, collection={Lecture Notes in Computer Science} }","mla":"Kerschke, Pascal, et al. “Towards Analyzing Multimodality of Multiobjective Landscapes.” <i>Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)</i>, Springer, 2016, pp. 962–972, doi:<a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">10.1007/978-3-319-45823-6_90</a>.","short":"P. Kerschke, H. Wang, M. Preuss, C. Grimme, A. Deutz, H. Trautmann, M. Emmerich, in: Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), Springer, Edinburgh, Scotland, 2016, pp. 962–972.","chicago":"Kerschke, Pascal, Hao Wang, Mike Preuss, Christian Grimme, André Deutz, Heike Trautmann, and Michael Emmerich. “Towards Analyzing Multimodality of Multiobjective Landscapes.” In <i>Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)</i>, 962–972. Lecture Notes in Computer Science. Edinburgh, Scotland: Springer, 2016. <a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">https://doi.org/10.1007/978-3-319-45823-6_90</a>.","apa":"Kerschke, P., Wang, H., Preuss, M., Grimme, C., Deutz, A., Trautmann, H., &#38; Emmerich, M. (2016). Towards Analyzing Multimodality of Multiobjective Landscapes. <i>Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)</i>, 962–972. <a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">https://doi.org/10.1007/978-3-319-45823-6_90</a>","ieee":"P. Kerschke <i>et al.</i>, “Towards Analyzing Multimodality of Multiobjective Landscapes,” in <i>Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)</i>, 2016, pp. 962–972, doi: <a href=\"https://doi.org/10.1007/978-3-319-45823-6_90\">10.1007/978-3-319-45823-6_90</a>."},"publication":"Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)"},{"user_id":"15504","doi":"10.1145/2908812.2908845","language":[{"iso":"eng"}],"_id":"46367","page":"229–236","date_updated":"2023-10-16T13:38:47Z","author":[{"full_name":"Kerschke, Pascal","first_name":"Pascal","last_name":"Kerschke"},{"full_name":"Preuss, Mike","last_name":"Preuss","first_name":"Mike"},{"last_name":"Wessing","first_name":"Simon","full_name":"Wessing, Simon"},{"orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"}],"publication_identifier":{"isbn":["978-1-4503-4206-3"]},"title":"Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models","status":"public","year":"2016","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","date_created":"2023-08-04T15:14:06Z","place":"Denver, CO, USA","abstract":[{"text":"When selecting the best suited algorithm for an unknown optimization problem, it is useful to possess some a priori knowledge of the problem at hand. In the context of single-objective, continuous optimization problems such knowledge can be retrieved by means of Exploratory Landscape Analysis (ELA), which automatically identifies properties of a landscape, e.g., the so-called funnel structures, based on an initial sample. In this paper, we extract the relevant features (for detecting funnels) out of a large set of landscape features when only given a small initial sample consisting of 50 x D observations, where D is the number of decision space dimensions. This is already in the range of the start population sizes of many evolutionary algorithms. The new Multiple Peaks Model Generator (MPM2) is used for training the classifier, and the approach is then very successfully validated on the Black-Box Optimization Benchmark (BBOB) and a subset of the CEC 2013 niching competition problems.","lang":"eng"}],"citation":{"ieee":"P. Kerschke, M. Preuss, S. Wessing, and H. Trautmann, “Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models,” in <i>Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation</i>, 2016, pp. 229–236, doi: <a href=\"https://doi.org/10.1145/2908812.2908845\">10.1145/2908812.2908845</a>.","apa":"Kerschke, P., Preuss, M., Wessing, S., &#38; Trautmann, H. (2016). Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models. <i>Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation</i>, 229–236. <a href=\"https://doi.org/10.1145/2908812.2908845\">https://doi.org/10.1145/2908812.2908845</a>","short":"P. Kerschke, M. Preuss, S. Wessing, H. Trautmann, in: Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation, Denver, CO, USA, 2016, pp. 229–236.","chicago":"Kerschke, Pascal, Mike Preuss, Simon Wessing, and Heike Trautmann. “Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models.” In <i>Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation</i>, 229–236. Denver, CO, USA, 2016. <a href=\"https://doi.org/10.1145/2908812.2908845\">https://doi.org/10.1145/2908812.2908845</a>.","mla":"Kerschke, Pascal, et al. “Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models.” <i>Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation</i>, 2016, pp. 229–236, doi:<a href=\"https://doi.org/10.1145/2908812.2908845\">10.1145/2908812.2908845</a>.","bibtex":"@inproceedings{Kerschke_Preuss_Wessing_Trautmann_2016, place={Denver, CO, USA}, title={Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models}, DOI={<a href=\"https://doi.org/10.1145/2908812.2908845\">10.1145/2908812.2908845</a>}, booktitle={Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation}, author={Kerschke, Pascal and Preuss, Mike and Wessing, Simon and Trautmann, Heike}, year={2016}, pages={229–236} }","ama":"Kerschke P, Preuss M, Wessing S, Trautmann H. Low-Budget Exploratory Landscape Analysis on Multiple Peaks Models. In: <i>Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation</i>. ; 2016:229–236. doi:<a href=\"https://doi.org/10.1145/2908812.2908845\">10.1145/2908812.2908845</a>"},"publication":"Proceedings of the 18$^th$ Annual Conference on Genetic and Evolutionary Computation"},{"intvolume":"        64","date_updated":"2023-10-16T13:40:21Z","author":[{"full_name":"Rudolph, G","last_name":"Rudolph","first_name":"G"},{"full_name":"Schütze, O","last_name":"Schütze","first_name":"O"},{"last_name":"Grimme","first_name":"C","full_name":"Grimme, C"},{"full_name":"Domínguez-Medina, C","first_name":"C","last_name":"Domínguez-Medina"},{"id":"100740","full_name":"Trautmann, Heike","last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike"}],"title":"Optimal averaged Hausdorff archives for bi-objective problems: theoretical and numerical results","status":"public","year":"2016","volume":64,"doi":"10.1007/s10589-015-9815-8","user_id":"15504","language":[{"iso":"eng"}],"_id":"46371","page":"589–618","abstract":[{"lang":"eng","text":"One main task in evolutionary multiobjective optimization (EMO) is to obtain a suitable finite size approximation of the Pareto front which is the image of the solution set, termed the Pareto set, of a given multiobjective optimization problem. In the technical literature, the characteristic of the desired approximation is commonly expressed by closeness to the Pareto front and a sufficient spread of the solutions obtained. In this paper, we first make an effort to show by theoretical and empirical findings that the recently proposed Averaged Hausdorff (or Δ𝑝-) indicator indeed aims at fulfilling both performance criteria for bi-objective optimization problems. In the second part of this paper, standard EMO algorithms combined with a specialized archiver and a postprocessing step based on the Δ𝑝 indicator are introduced which sufficiently approximate the Δ𝑝-optimal archives and generate solutions evenly spread along the Pareto front."}],"citation":{"short":"G. Rudolph, O. Schütze, C. Grimme, C. Domínguez-Medina, H. Trautmann, Computational Optimization and Applications (Comput. Optim. Appl.) 64 (2016) 589–618.","ama":"Rudolph G, Schütze O, Grimme C, Domínguez-Medina C, Trautmann H. Optimal averaged Hausdorff archives for bi-objective problems: theoretical and numerical results. <i>Computational Optimization and Applications (Comput Optim Appl)</i>. 2016;64(2):589–618. doi:<a href=\"https://doi.org/10.1007/s10589-015-9815-8\">10.1007/s10589-015-9815-8</a>","chicago":"Rudolph, G, O Schütze, C Grimme, C Domínguez-Medina, and Heike Trautmann. “Optimal Averaged Hausdorff Archives for Bi-Objective Problems: Theoretical and Numerical Results.” <i>Computational Optimization and Applications (Comput. Optim. Appl.)</i> 64, no. 2 (2016): 589–618. <a href=\"https://doi.org/10.1007/s10589-015-9815-8\">https://doi.org/10.1007/s10589-015-9815-8</a>.","bibtex":"@article{Rudolph_Schütze_Grimme_Domínguez-Medina_Trautmann_2016, title={Optimal averaged Hausdorff archives for bi-objective problems: theoretical and numerical results}, volume={64}, DOI={<a href=\"https://doi.org/10.1007/s10589-015-9815-8\">10.1007/s10589-015-9815-8</a>}, number={2}, journal={Computational Optimization and Applications (Comput. Optim. Appl.)}, author={Rudolph, G and Schütze, O and Grimme, C and Domínguez-Medina, C and Trautmann, Heike}, year={2016}, pages={589–618} }","apa":"Rudolph, G., Schütze, O., Grimme, C., Domínguez-Medina, C., &#38; Trautmann, H. (2016). Optimal averaged Hausdorff archives for bi-objective problems: theoretical and numerical results. <i>Computational Optimization and Applications (Comput. Optim. Appl.)</i>, <i>64</i>(2), 589–618. <a href=\"https://doi.org/10.1007/s10589-015-9815-8\">https://doi.org/10.1007/s10589-015-9815-8</a>","mla":"Rudolph, G., et al. “Optimal Averaged Hausdorff Archives for Bi-Objective Problems: Theoretical and Numerical Results.” <i>Computational Optimization and Applications (Comput. Optim. Appl.)</i>, vol. 64, no. 2, 2016, pp. 589–618, doi:<a href=\"https://doi.org/10.1007/s10589-015-9815-8\">10.1007/s10589-015-9815-8</a>.","ieee":"G. Rudolph, O. Schütze, C. Grimme, C. Domínguez-Medina, and H. Trautmann, “Optimal averaged Hausdorff archives for bi-objective problems: theoretical and numerical results,” <i>Computational Optimization and Applications (Comput. Optim. Appl.)</i>, vol. 64, no. 2, pp. 589–618, 2016, doi: <a href=\"https://doi.org/10.1007/s10589-015-9815-8\">10.1007/s10589-015-9815-8</a>."},"issue":"2","publication":"Computational Optimization and Applications (Comput. Optim. Appl.)","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","date_created":"2023-08-04T15:17:48Z"},{"citation":{"mla":"Schütze, O., et al. “The Hypervolume Based Directed Search Method for Multi-Objective Optimization Problems.” <i>Journal of Heuristics</i>, vol. 22, no. 3, 2016, pp. 273–300, doi:<a href=\"https://doi.org/10.1007/s10732-016-9310-0\">10.1007/s10732-016-9310-0</a>.","bibtex":"@article{Schütze_Sosa_Trautmann_Rudolph_2016, title={The Hypervolume based Directed Search Method for Multi-Objective Optimization Problems}, volume={22}, DOI={<a href=\"https://doi.org/10.1007/s10732-016-9310-0\">10.1007/s10732-016-9310-0</a>}, number={3}, journal={Journal of Heuristics}, author={Schütze, O and Sosa, Hernandez VA and Trautmann, Heike and Rudolph, G}, year={2016}, pages={273–300} }","ama":"Schütze O, Sosa HV, Trautmann H, Rudolph G. The Hypervolume based Directed Search Method for Multi-Objective Optimization Problems. <i>Journal of Heuristics</i>. 2016;22(3):273–300. doi:<a href=\"https://doi.org/10.1007/s10732-016-9310-0\">10.1007/s10732-016-9310-0</a>","ieee":"O. Schütze, H. V. Sosa, H. Trautmann, and G. Rudolph, “The Hypervolume based Directed Search Method for Multi-Objective Optimization Problems,” <i>Journal of Heuristics</i>, vol. 22, no. 3, pp. 273–300, 2016, doi: <a href=\"https://doi.org/10.1007/s10732-016-9310-0\">10.1007/s10732-016-9310-0</a>.","apa":"Schütze, O., Sosa, H. V., Trautmann, H., &#38; Rudolph, G. (2016). The Hypervolume based Directed Search Method for Multi-Objective Optimization Problems. <i>Journal of Heuristics</i>, <i>22</i>(3), 273–300. <a href=\"https://doi.org/10.1007/s10732-016-9310-0\">https://doi.org/10.1007/s10732-016-9310-0</a>","chicago":"Schütze, O, Hernandez VA Sosa, Heike Trautmann, and G Rudolph. “The Hypervolume Based Directed Search Method for Multi-Objective Optimization Problems.” <i>Journal of Heuristics</i> 22, no. 3 (2016): 273–300. <a href=\"https://doi.org/10.1007/s10732-016-9310-0\">https://doi.org/10.1007/s10732-016-9310-0</a>.","short":"O. Schütze, H.V. Sosa, H. Trautmann, G. Rudolph, Journal of Heuristics 22 (2016) 273–300."},"publication":"Journal of Heuristics","issue":"3","abstract":[{"lang":"eng","text":"We present a new hybrid evolutionary algorithm for the effective hypervolume approximation of the Pareto front of a given differentiable multi-objective optimization problem. Starting point for the local search (LS) mechanism is a new division of the decision space as we will argue that in each of these regions a different LS strategy seems to be most promising. For the LS in two out of the three regions we will utilize and adapt the Directed Search method which is capable of steering the search into any direction given in objective space and which is thus well suited for the problem at hand. We further on integrate the resulting LS mechanism into SMS-EMOA, a state-of-the-art evolutionary algorithm for hypervolume approximations. Finally, we will present some numerical results on several benchmark problems with two and three objectives indicating the strength and competitiveness of the novel hybrid."}],"date_created":"2023-08-04T15:19:11Z","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","author":[{"full_name":"Schütze, O","first_name":"O","last_name":"Schütze"},{"last_name":"Sosa","first_name":"Hernandez VA","full_name":"Sosa, Hernandez VA"},{"id":"100740","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike"},{"first_name":"G","last_name":"Rudolph","full_name":"Rudolph, G"}],"status":"public","title":"The Hypervolume based Directed Search Method for Multi-Objective Optimization Problems","year":"2016","intvolume":"        22","date_updated":"2023-10-16T13:40:43Z","language":[{"iso":"eng"}],"_id":"46372","page":"273–300","volume":22,"doi":"10.1007/s10732-016-9310-0","user_id":"15504"},{"date_created":"2023-08-04T15:14:52Z","place":"Vancouver, BC, Kanada","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","citation":{"ieee":"P. Kerschke and H. Trautmann, “The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems,” 2016, doi: <a href=\"https://doi.org/10.1109/CEC.2016.7748359\">10.1109/CEC.2016.7748359</a>.","apa":"Kerschke, P., &#38; Trautmann, H. (2016). The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems. <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>. <a href=\"https://doi.org/10.1109/CEC.2016.7748359\">https://doi.org/10.1109/CEC.2016.7748359</a>","chicago":"Kerschke, Pascal, and Heike Trautmann. “The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems.” In <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>. Vancouver, BC, Kanada, 2016. <a href=\"https://doi.org/10.1109/CEC.2016.7748359\">https://doi.org/10.1109/CEC.2016.7748359</a>.","short":"P. Kerschke, H. Trautmann, in: Proceedings of the IEEE Congress on Evolutionary Computation (CEC), Vancouver, BC, Kanada, 2016.","mla":"Kerschke, Pascal, and Heike Trautmann. “The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems.” <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>, 2016, doi:<a href=\"https://doi.org/10.1109/CEC.2016.7748359\">10.1109/CEC.2016.7748359</a>.","bibtex":"@inproceedings{Kerschke_Trautmann_2016, place={Vancouver, BC, Kanada}, title={The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems}, DOI={<a href=\"https://doi.org/10.1109/CEC.2016.7748359\">10.1109/CEC.2016.7748359</a>}, booktitle={Proceedings of the IEEE Congress on Evolutionary Computation (CEC)}, author={Kerschke, Pascal and Trautmann, Heike}, year={2016} }","ama":"Kerschke P, Trautmann H. The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems. In: <i>Proceedings of the IEEE Congress on Evolutionary Computation (CEC)</i>. ; 2016. doi:<a href=\"https://doi.org/10.1109/CEC.2016.7748359\">10.1109/CEC.2016.7748359</a>"},"publication":"Proceedings of the IEEE Congress on Evolutionary Computation (CEC)","abstract":[{"text":"Exploratory Landscape Analysis (ELA) aims at understanding characteristics of single-objective continuous (black-box) optimization problems in an automated way. Moreover, the approach provides the basis for constructing algorithm selection models for unseen problem instances. Recently, it has gained increasing attention and numerical features have been designed by various research groups. This paper introduces the R-Package FLACCO which makes all relevant features available in a unified framework together with efficient helper functions. Moreover, a case study which gives perspectives to ELA for multi-objective optimization problems is presented.","lang":"eng"}],"_id":"46368","language":[{"iso":"eng"}],"user_id":"15504","doi":"10.1109/CEC.2016.7748359","author":[{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"id":"100740","full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann"}],"status":"public","year":"2016","title":"The R-Package FLACCO for Exploratory Landscape Analysis with Applications to Multi-Objective Optimization Problems","date_updated":"2023-10-16T13:39:06Z"},{"abstract":[{"lang":"eng","text":"This report documents the talks and discussions at the Dagstuhl Seminar 15211 \"Theory of Evolutionary Algorithms\". This seminar, now in its 8th edition, is the main meeting point of the highly active theory of randomized search heuristics subcommunities in Australia, Asia, North America, and Europe. Topics intensively discussed include rigorous runtime analysis and computational complexity theory for randomised search heuristics, information geometry of randomised search, and synergies between the theory of evolutionary algorithms and theories of natural evolution."}],"citation":{"mla":"Neumann, F., and Heike Trautmann. “Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211).” <i>Dagstuhl Reports</i>, vol. 5, no. 5, 2016, pp. 78–79, doi:<a href=\"https://doi.org/10.4230/DagRep.5.5.57\">10.4230/DagRep.5.5.57</a>.","bibtex":"@article{Neumann_Trautmann_2016, title={Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211)}, volume={5}, DOI={<a href=\"https://doi.org/10.4230/DagRep.5.5.57\">10.4230/DagRep.5.5.57</a>}, number={5}, journal={Dagstuhl Reports}, author={Neumann, F and Trautmann, Heike}, year={2016}, pages={78–79} }","ama":"Neumann F, Trautmann H. Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211). <i>Dagstuhl Reports</i>. 2016;5(5):78–79. doi:<a href=\"https://doi.org/10.4230/DagRep.5.5.57\">10.4230/DagRep.5.5.57</a>","ieee":"F. Neumann and H. Trautmann, “Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211),” <i>Dagstuhl Reports</i>, vol. 5, no. 5, pp. 78–79, 2016, doi: <a href=\"https://doi.org/10.4230/DagRep.5.5.57\">10.4230/DagRep.5.5.57</a>.","apa":"Neumann, F., &#38; Trautmann, H. (2016). Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211). <i>Dagstuhl Reports</i>, <i>5</i>(5), 78–79. <a href=\"https://doi.org/10.4230/DagRep.5.5.57\">https://doi.org/10.4230/DagRep.5.5.57</a>","chicago":"Neumann, F, and Heike Trautmann. “Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211).” <i>Dagstuhl Reports</i> 5, no. 5 (2016): 78–79. <a href=\"https://doi.org/10.4230/DagRep.5.5.57\">https://doi.org/10.4230/DagRep.5.5.57</a>.","short":"F. Neumann, H. Trautmann, Dagstuhl Reports 5 (2016) 78–79."},"issue":"5","publication":"Dagstuhl Reports","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","date_created":"2023-08-04T15:17:00Z","intvolume":"         5","date_updated":"2023-10-16T13:40:00Z","author":[{"last_name":"Neumann","first_name":"F","full_name":"Neumann, F"},{"orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"}],"status":"public","year":"2016","title":"Working Group Report: Bridging the Gap Between Experiments and Theory Using Feature-Based Run-Time Analysis; Theory of Evolutionary Algorithms (Dagstuhl Seminar 15211)","volume":5,"user_id":"15504","doi":"10.4230/DagRep.5.5.57","language":[{"iso":"eng"}],"_id":"46370","page":"78–79"},{"date_created":"2023-10-19T08:31:58Z","department":[{"_id":"34"},{"_id":"820"}],"type":"conference","citation":{"short":"I. Habernal, I. Gurevych, in: Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing, Association for Computational Linguistics, 2016.","chicago":"Habernal, Ivan, and Iryna Gurevych. “What Makes a Convincing Argument? Empirical Analysis and Detecting            Attributes of Convincingness in Web Argumentation.” In <i>Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing</i>. Association for Computational Linguistics, 2016. <a href=\"https://doi.org/10.18653/v1/d16-1129\">https://doi.org/10.18653/v1/d16-1129</a>.","apa":"Habernal, I., &#38; Gurevych, I. (2016). What makes a convincing argument? Empirical analysis and detecting            attributes of convincingness in Web argumentation. <i>Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing</i>. <a href=\"https://doi.org/10.18653/v1/d16-1129\">https://doi.org/10.18653/v1/d16-1129</a>","ieee":"I. Habernal and I. Gurevych, “What makes a convincing argument? Empirical analysis and detecting            attributes of convincingness in Web argumentation,” 2016, doi: <a href=\"https://doi.org/10.18653/v1/d16-1129\">10.18653/v1/d16-1129</a>.","ama":"Habernal I, Gurevych I. What makes a convincing argument? Empirical analysis and detecting            attributes of convincingness in Web argumentation. In: <i>Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing</i>. Association for Computational Linguistics; 2016. doi:<a href=\"https://doi.org/10.18653/v1/d16-1129\">10.18653/v1/d16-1129</a>","bibtex":"@inproceedings{Habernal_Gurevych_2016, title={What makes a convincing argument? Empirical analysis and detecting            attributes of convincingness in Web argumentation}, DOI={<a href=\"https://doi.org/10.18653/v1/d16-1129\">10.18653/v1/d16-1129</a>}, booktitle={Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing}, publisher={Association for Computational Linguistics}, author={Habernal, Ivan and Gurevych, Iryna}, year={2016} }","mla":"Habernal, Ivan, and Iryna Gurevych. “What Makes a Convincing Argument? Empirical Analysis and Detecting            Attributes of Convincingness in Web Argumentation.” <i>Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing</i>, Association for Computational Linguistics, 2016, doi:<a href=\"https://doi.org/10.18653/v1/d16-1129\">10.18653/v1/d16-1129</a>."},"publication":"Proceedings of the 2016 Conference on Empirical Methods in Natural          Language Processing","_id":"48309","publisher":"Association for Computational Linguistics","language":[{"iso":"eng"}],"doi":"10.18653/v1/d16-1129","user_id":"15504","author":[{"full_name":"Habernal, Ivan","last_name":"Habernal","first_name":"Ivan","id":"101881"},{"full_name":"Gurevych, Iryna","first_name":"Iryna","last_name":"Gurevych"}],"status":"public","year":"2016","title":"What makes a convincing argument? Empirical analysis and detecting            attributes of convincingness in Web argumentation","date_updated":"2023-10-19T12:07:05Z","publication_status":"published"},{"date_updated":"2023-10-19T12:33:27Z","status":"public","title":"Von der Kanzleisprache zur Pressesprache im 'Hamburgischen Correspondenten' und seinen Vorgängern (1712 - 1801)","year":"2016","author":[{"full_name":"Wille, Manuel","last_name":"Wille","first_name":"Manuel","id":"9310"}],"publication_identifier":{"unknown":["     978-3-7069-0918-1"]},"user_id":"9310","volume":"Band 9","editor":[{"full_name":"Hünecke, Rainer","last_name":"Hünecke","first_name":"Rainer"},{"last_name":"Aehnelt","first_name":"Sandra","full_name":"Aehnelt, Sandra"}],"page":"277 - 295","_id":"48339","language":[{"iso":"ger"}],"series_title":"Beiträge zur Kanzleisprachenforschung","publisher":"Edition Praesens","publication":"Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015","citation":{"ieee":"M. Wille, “Von der Kanzleisprache zur Pressesprache im ‘Hamburgischen Correspondenten’ und seinen Vorgängern (1712 - 1801),” in <i>Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015</i>, vol. Band 9, R. Hünecke and S. Aehnelt, Eds. Wien: Edition Praesens, 2016, pp. 277–295.","apa":"Wille, M. (2016). Von der Kanzleisprache zur Pressesprache im “Hamburgischen Correspondenten” und seinen Vorgängern (1712 - 1801). In R. Hünecke &#38; S. Aehnelt (Eds.), <i>Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015: Vol. Band 9</i> (pp. 277–295). Edition Praesens.","chicago":"Wille, Manuel. “Von der Kanzleisprache zur Pressesprache im ‘Hamburgischen Correspondenten’ und seinen Vorgängern (1712 - 1801).” In <i>Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015</i>, edited by Rainer Hünecke and Sandra Aehnelt, Band 9:277–95. Beiträge zur Kanzleisprachenforschung. Wien: Edition Praesens, 2016.","short":"M. Wille, in: R. Hünecke, S. Aehnelt (Eds.), Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015, Edition Praesens, Wien, 2016, pp. 277–295.","mla":"Wille, Manuel. “Von der Kanzleisprache zur Pressesprache im ‘Hamburgischen Correspondenten’ und seinen Vorgängern (1712 - 1801).” <i>Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015</i>, edited by Rainer Hünecke and Sandra Aehnelt, vol. Band 9, Edition Praesens, 2016, pp. 277–95.","bibtex":"@inbook{Wille_2016, place={Wien}, series={Beiträge zur Kanzleisprachenforschung}, title={Von der Kanzleisprache zur Pressesprache im “Hamburgischen Correspondenten” und seinen Vorgängern (1712 - 1801)}, volume={Band 9}, booktitle={Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015}, publisher={Edition Praesens}, author={Wille, Manuel}, editor={Hünecke, Rainer and Aehnelt, Sandra}, year={2016}, pages={277–295}, collection={Beiträge zur Kanzleisprachenforschung} }","ama":"Wille M. Von der Kanzleisprache zur Pressesprache im “Hamburgischen Correspondenten” und seinen Vorgängern (1712 - 1801). In: Hünecke R, Aehnelt S, eds. <i>Kanzlei und Sprachkultur. Beiträge der 8. Tagung des Arbeitskreises Historische Kanzleisprachenforschung, Dresden 3. bis 5. September 2015</i>. Vol Band 9. Beiträge zur Kanzleisprachenforschung. Edition Praesens; 2016:277-295."},"type":"book_chapter","date_created":"2023-10-19T11:59:18Z","place":"Wien"},{"citation":{"mla":"Schmalenstroeer, Joerg, and Reinhold Haeb-Umbach. “Investigations into Bluetooth Low Energy Localization Precision Limits.” <i>24th European Signal Processing Conference (EUSIPCO 2016)</i>, 2016.","bibtex":"@inproceedings{Schmalenstroeer_Haeb-Umbach_2016, title={Investigations into Bluetooth Low Energy Localization Precision Limits}, booktitle={24th European Signal Processing Conference (EUSIPCO 2016)}, author={Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold}, year={2016} }","ama":"Schmalenstroeer J, Haeb-Umbach R. Investigations into Bluetooth Low Energy Localization Precision Limits. In: <i>24th European Signal Processing Conference (EUSIPCO 2016)</i>. ; 2016.","ieee":"J. Schmalenstroeer and R. Haeb-Umbach, “Investigations into Bluetooth Low Energy Localization Precision Limits,” 2016.","apa":"Schmalenstroeer, J., &#38; Haeb-Umbach, R. (2016). Investigations into Bluetooth Low Energy Localization Precision Limits. <i>24th European Signal Processing Conference (EUSIPCO 2016)</i>.","short":"J. Schmalenstroeer, R. Haeb-Umbach, in: 24th European Signal Processing Conference (EUSIPCO 2016), 2016.","chicago":"Schmalenstroeer, Joerg, and Reinhold Haeb-Umbach. “Investigations into Bluetooth Low Energy Localization Precision Limits.” In <i>24th European Signal Processing Conference (EUSIPCO 2016)</i>, 2016."},"publication":"24th European Signal Processing Conference (EUSIPCO 2016)","quality_controlled":"1","abstract":[{"lang":"eng","text":"In this paper we study the influence of directional radio patterns of Bluetooth low energy (BLE) beacons on smartphone localization accuracy and beacon network planning. A two-dimensional model of the power emission characteristic is derived from measurements of the radiation pattern of BLE beacons carried out in an RF chamber. The Cramer-Rao lower bound (CRLB) for position estimation is then derived for this directional power emission model. With this lower bound on the RMS positioning error the coverage of different beacon network configurations can be evaluated. For near-optimal network planing an evolutionary optimization algorithm for finding the best beacon placement is presented."}],"related_material":{"link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2016/SchHaeb16_Poster.pdf","relation":"supplementary_material","description":"Poster"}]},"date_created":"2019-07-12T05:30:14Z","oa":"1","department":[{"_id":"54"}],"type":"conference","author":[{"first_name":"Joerg","last_name":"Schmalenstroeer","full_name":"Schmalenstroeer, Joerg","id":"460"},{"id":"242","first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold"}],"year":"2016","status":"public","title":"Investigations into Bluetooth Low Energy Localization Precision Limits","date_updated":"2023-10-26T08:11:52Z","_id":"11890","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2016/SchHaeb16.pdf","open_access":"1"}],"user_id":"460"},{"intvolume":"        57","publication_status":"published","date_updated":"2023-10-30T11:37:08Z","publication_identifier":{"issn":["0007-6503","1552-4205"]},"author":[{"first_name":"Josua","last_name":"Oll","full_name":"Oll, Josua"},{"full_name":"Hahn, Rüdiger","last_name":"Hahn","first_name":"Rüdiger"},{"first_name":"Daniel","last_name":"Reimsbach","full_name":"Reimsbach, Daniel","id":"100169"},{"last_name":"Kotzian","first_name":"Peter","full_name":"Kotzian, Peter"}],"title":"Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys","year":"2016","doi":"10.1177/0007650316645337","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"<jats:p> Factorial surveys (FSs) integrate elements of survey research and classical experiments. Using a large number of respondents in a controlled setting, FSs approximate complex and realistic judgment situations through so-called vignettes—that is, carefully designed descriptions of hypothetical people, social situations, or scenarios. Despite being rooted, and predominantly applied, in sociology, FSs are particularly promising for business and society (B&amp;S) scholars. Given the multiplicity, inherent complexity, and sometimes fuzziness of B&amp;S research objects, conventional research methods inevitably reach their limits. This article, therefore, systematically presents methodological and thematic opportunities for FS studies in B&amp;S research. It is argued that FSs are well suited to dealing with the complex interplay of societal-, organizational-, and individual-level factors in B&amp;S research and to studying the principles underlying human perceptions, attitudes, values, social norms, and (anticipated) behavior. The application of the FS method is illustrated based on a showcase example in the realm of socially responsible investments (SRIs). As the literature on the conceptualization of FSs is limited, methodological challenges are addressed to guide B&amp;S researchers past the common methodological pitfalls. </jats:p>"}],"publication":"Business &amp; Society","issue":"1","department":[{"_id":"186"},{"_id":"815"}],"keyword":["Social Sciences (miscellaneous)","Business","Management and Accounting (miscellaneous)"],"type":"journal_article","date_created":"2023-10-10T09:19:10Z","status":"public","volume":57,"user_id":"21810","publisher":"SAGE Publications","_id":"47912","page":"26-59","citation":{"short":"J. Oll, R. Hahn, D. Reimsbach, P. Kotzian, Business &#38;amp; Society 57 (2016) 26–59.","chicago":"Oll, Josua, Rüdiger Hahn, Daniel Reimsbach, and Peter Kotzian. “Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys.” <i>Business &#38;amp; Society</i> 57, no. 1 (2016): 26–59. <a href=\"https://doi.org/10.1177/0007650316645337\">https://doi.org/10.1177/0007650316645337</a>.","apa":"Oll, J., Hahn, R., Reimsbach, D., &#38; Kotzian, P. (2016). Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys. <i>Business &#38;amp; Society</i>, <i>57</i>(1), 26–59. <a href=\"https://doi.org/10.1177/0007650316645337\">https://doi.org/10.1177/0007650316645337</a>","ieee":"J. Oll, R. Hahn, D. Reimsbach, and P. Kotzian, “Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys,” <i>Business &#38;amp; Society</i>, vol. 57, no. 1, pp. 26–59, 2016, doi: <a href=\"https://doi.org/10.1177/0007650316645337\">10.1177/0007650316645337</a>.","ama":"Oll J, Hahn R, Reimsbach D, Kotzian P. Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys. <i>Business &#38;amp; Society</i>. 2016;57(1):26-59. doi:<a href=\"https://doi.org/10.1177/0007650316645337\">10.1177/0007650316645337</a>","bibtex":"@article{Oll_Hahn_Reimsbach_Kotzian_2016, title={Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys}, volume={57}, DOI={<a href=\"https://doi.org/10.1177/0007650316645337\">10.1177/0007650316645337</a>}, number={1}, journal={Business &#38;amp; Society}, publisher={SAGE Publications}, author={Oll, Josua and Hahn, Rüdiger and Reimsbach, Daniel and Kotzian, Peter}, year={2016}, pages={26–59} }","mla":"Oll, Josua, et al. “Tackling Complexity in Business and Society Research: The Methodological and Thematic Potential of Factorial Surveys.” <i>Business &#38;amp; Society</i>, vol. 57, no. 1, SAGE Publications, 2016, pp. 26–59, doi:<a href=\"https://doi.org/10.1177/0007650316645337\">10.1177/0007650316645337</a>."}},{"publication":"Jahrbuch Angewandte Hochschulbildung 2016","citation":{"mla":"Ziegele, Frank, et al. “Hochschultyp Im Wandel? Zur Zukünftigen Rolle Der Fachhochschule Im Deutschen Hochschulsystem.” <i>Jahrbuch Angewandte Hochschulbildung 2016</i>, edited by Jingmin Cai and Hendrik Lackner, Springer, 2016, pp. 159–174.","bibtex":"@inbook{Ziegele_Roessler_Mordhorst_2016, place={Wiesbaden}, title={Hochschultyp im Wandel? Zur zukünftigen Rolle der Fachhochschule im deutschen Hochschulsystem}, booktitle={Jahrbuch Angewandte Hochschulbildung 2016}, publisher={Springer}, author={Ziegele, Frank and Roessler, Isabel and Mordhorst, Lisa}, editor={Cai, Jingmin and Lackner, Hendrik}, year={2016}, pages={159–174} }","ama":"Ziegele F, Roessler I, Mordhorst L. Hochschultyp im Wandel? Zur zukünftigen Rolle der Fachhochschule im deutschen Hochschulsystem. In: Cai J, Lackner H, eds. <i>Jahrbuch Angewandte Hochschulbildung 2016</i>. Springer; 2016:159–174.","ieee":"F. Ziegele, I. Roessler, and L. Mordhorst, “Hochschultyp im Wandel? Zur zukünftigen Rolle der Fachhochschule im deutschen Hochschulsystem,” in <i>Jahrbuch Angewandte Hochschulbildung 2016</i>, J. Cai and H. Lackner, Eds. Wiesbaden: Springer, 2016, pp. 159–174.","apa":"Ziegele, F., Roessler, I., &#38; Mordhorst, L. (2016). Hochschultyp im Wandel? Zur zukünftigen Rolle der Fachhochschule im deutschen Hochschulsystem. In J. Cai &#38; H. Lackner (Eds.), <i>Jahrbuch Angewandte Hochschulbildung 2016</i> (pp. 159–174). Springer.","short":"F. Ziegele, I. Roessler, L. Mordhorst, in: J. Cai, H. Lackner (Eds.), Jahrbuch Angewandte Hochschulbildung 2016, Springer, Wiesbaden, 2016, pp. 159–174.","chicago":"Ziegele, Frank, Isabel Roessler, and Lisa Mordhorst. “Hochschultyp Im Wandel? Zur Zukünftigen Rolle Der Fachhochschule Im Deutschen Hochschulsystem.” In <i>Jahrbuch Angewandte Hochschulbildung 2016</i>, edited by Jingmin Cai and Hendrik Lackner, 159–174. Wiesbaden: Springer, 2016."},"extern":"1","date_created":"2023-10-30T12:34:16Z","place":"Wiesbaden","type":"book_chapter","title":"Hochschultyp im Wandel? Zur zukünftigen Rolle der Fachhochschule im deutschen Hochschulsystem","status":"public","year":"2016","author":[{"full_name":"Ziegele, Frank","last_name":"Ziegele","first_name":"Frank"},{"first_name":"Isabel","last_name":"Roessler","full_name":"Roessler, Isabel"},{"full_name":"Mordhorst, Lisa","last_name":"Mordhorst","first_name":"Lisa","id":"81839"}],"date_updated":"2023-11-03T14:45:25Z","page":"159–174","publisher":"Springer","_id":"48545","language":[{"iso":"eng"}],"user_id":"81839","editor":[{"last_name":"Cai","first_name":"Jingmin","full_name":"Cai, Jingmin"},{"last_name":"Lackner","first_name":"Hendrik","full_name":"Lackner, Hendrik"}]},{"citation":{"chicago":"Krause, Daniel, and Alfred Effenberg. “Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft.” <i>Ze-Phir</i> 23, no. 1 (2016): 12–13.","short":"D. Krause, A. Effenberg, Ze-Phir 23 (2016) 12–13.","apa":"Krause, D., &#38; Effenberg, A. (2016). Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft. <i>Ze-Phir</i>, <i>23</i>(1), 12–13.","ieee":"D. Krause and A. Effenberg, “Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft.,” <i>Ze-Phir</i>, vol. 23, no. 1, pp. 12–13, 2016.","ama":"Krause D, Effenberg A. Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft. <i>Ze-Phir</i>. 2016;23(1):12-13.","bibtex":"@article{Krause_Effenberg_2016, title={Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft.}, volume={23}, number={1}, journal={Ze-Phir}, author={Krause, Daniel and Effenberg, Alfred}, year={2016}, pages={12–13} }","mla":"Krause, Daniel, and Alfred Effenberg. “Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft.” <i>Ze-Phir</i>, vol. 23, no. 1, 2016, pp. 12–13."},"issue":"1","publication":"Ze-Phir","date_created":"2023-11-08T20:41:55Z","type":"journal_article","author":[{"full_name":"Krause, Daniel","last_name":"Krause","first_name":"Daniel","orcid":"orcid.org/0000-0001-5391-885X","id":"668"},{"last_name":"Effenberg","first_name":"Alfred","full_name":"Effenberg, Alfred"}],"year":"2016","title":"Zur Einrichtung einer Ethikkommission in der Deutschen Vereinigung für Sportwissenschaft.","status":"public","intvolume":"        23","date_updated":"2023-11-08T21:09:31Z","language":[{"iso":"ger"}],"_id":"48718","page":"12-13","volume":23,"user_id":"668"},{"publication_status":"published","date_updated":"2023-11-10T10:55:16Z","author":[{"id":"13796","full_name":"Diederich, Julia","first_name":"Julia","last_name":"Diederich"}],"title":"Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus?","year":"2016","status":"public","user_id":"13796","language":[{"iso":"ger"}],"_id":"48772","publisher":"Grundschulzeitschrift","citation":{"ieee":"J. Diederich, “Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus?,” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296, 2016.","apa":"Diederich, J. (2016). Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus? <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> <i>295.296</i>.","short":"J. Diederich, Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren” (2016).","chicago":"Diederich, Julia. “Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus?” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296 (2016).","mla":"Diederich, Julia. “Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus?” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296, Grundschulzeitschrift, 2016.","bibtex":"@article{Diederich_2016, title={Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus?}, number={295.296}, journal={Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren”}, publisher={Grundschulzeitschrift}, author={Diederich, Julia}, year={2016} }","ama":"Diederich J. Willi wills wissen: Wie wird man Astronaut? Wie sieht die Welt im Weltraum aus? <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren.”</i> 2016;(295.296)."},"publication":"Geschichte erleben und verstehen: \"Als Oma und Opa Kinder waren\"","issue":"295.296","type":"journal_article","date_created":"2023-11-10T10:36:05Z"},{"date_updated":"2023-11-10T10:55:25Z","publication_status":"published","author":[{"full_name":"Becher, Andrea","first_name":"Andrea","last_name":"Becher"},{"id":"13796","last_name":"Diederich","first_name":"Julia","full_name":"Diederich, Julia"}],"status":"public","title":"'Erzähl mir von früher!' – Kinder befragen Zeitzeugen","year":"2016","user_id":"13796","_id":"48771","language":[{"iso":"ger"}],"publisher":"Grundschulzeitschrift","citation":{"apa":"Becher, A., &#38; Diederich, J. (2016). “Erzähl mir von früher!” – Kinder befragen Zeitzeugen. <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> <i>295.296</i>.","ieee":"A. Becher and J. Diederich, “‘Erzähl mir von früher!’ – Kinder befragen Zeitzeugen,” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296, 2016.","chicago":"Becher, Andrea, and Julia Diederich. “‘Erzähl mir von früher!’ – Kinder befragen Zeitzeugen.” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296 (2016).","short":"A. Becher, J. Diederich, Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren” (2016).","mla":"Becher, Andrea, and Julia Diederich. “‘Erzähl mir von früher!’ – Kinder befragen Zeitzeugen.” <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren,”</i> no. 295.296, Grundschulzeitschrift, 2016.","ama":"Becher A, Diederich J. “Erzähl mir von früher!” – Kinder befragen Zeitzeugen. <i>Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren.”</i> 2016;(295.296).","bibtex":"@article{Becher_Diederich_2016, title={“Erzähl mir von früher!” – Kinder befragen Zeitzeugen}, number={295.296}, journal={Geschichte erleben und verstehen: “Als Oma und Opa Kinder waren”}, publisher={Grundschulzeitschrift}, author={Becher, Andrea and Diederich, Julia}, year={2016} }"},"publication":"Geschichte erleben und verstehen: \"Als Oma und Opa Kinder waren\"","issue":"295.296","type":"journal_article","date_created":"2023-11-10T10:34:55Z"},{"status":"public","title":"Luther zwischen Image und Imagination","year":"2016","author":[{"id":"23692","first_name":"Tilman","last_name":"Moritz","full_name":"Moritz, Tilman"}],"date_updated":"2023-11-17T09:56:12Z","publication_status":"published","intvolume":"       141","page":"246 - 247","_id":"49013","language":[{"iso":"ger"}],"user_id":"23692","volume":141,"publication":"Katechetische Blätter","issue":"14","citation":{"mla":"Moritz, Tilman. “Luther zwischen Image und Imagination.” <i>Katechetische Blätter</i>, vol. 141, no. 14, 2016, pp. 246–47.","ama":"Moritz T. Luther zwischen Image und Imagination. <i>Katechetische Blätter</i>. 2016;141(14):246-247.","bibtex":"@article{Moritz_2016, title={Luther zwischen Image und Imagination}, volume={141}, number={14}, journal={Katechetische Blätter}, author={Moritz, Tilman}, year={2016}, pages={246–247} }","apa":"Moritz, T. (2016). Luther zwischen Image und Imagination. <i>Katechetische Blätter</i>, <i>141</i>(14), 246–247.","ieee":"T. Moritz, “Luther zwischen Image und Imagination,” <i>Katechetische Blätter</i>, vol. 141, no. 14, pp. 246–247, 2016.","chicago":"Moritz, Tilman. “Luther zwischen Image und Imagination.” <i>Katechetische Blätter</i> 141, no. 14 (2016): 246–47.","short":"T. Moritz, Katechetische Blätter 141 (2016) 246–247."},"date_created":"2023-11-17T09:56:08Z","type":"journal_article"},{"type":"book","date_created":"2023-11-20T09:22:48Z","place":"Düsseldorf","extern":"1","abstract":[{"text":"Erschienen anlässlich der Ausstellung Förderpreis für bildende Kunst der Landeshauptstadt Düsseldorf 2015, 10.12.2015-24.01.2016\r\n","lang":"ger"}],"citation":{"ama":"Schulze M. <i>EPS</i>. Selbstverlag; 2016.","bibtex":"@book{Schulze_2016, place={Düsseldorf}, title={EPS}, publisher={Selbstverlag}, author={Schulze, Max}, year={2016} }","mla":"Schulze, Max. <i>EPS</i>. Selbstverlag, 2016.","chicago":"Schulze, Max. <i>EPS</i>. Düsseldorf: Selbstverlag, 2016.","short":"M. Schulze, EPS, Selbstverlag, Düsseldorf, 2016.","apa":"Schulze, M. (2016). <i>EPS</i>. Selbstverlag.","ieee":"M. Schulze, <i>EPS</i>. Düsseldorf: Selbstverlag, 2016."},"user_id":"77991","page":"16","_id":"49056","publisher":"Selbstverlag","language":[{"iso":"ger"}],"publication_status":"published","date_updated":"2023-11-20T09:24:26Z","status":"public","title":"EPS","year":"2016","author":[{"id":"77991","full_name":"Schulze, Max","last_name":"Schulze","first_name":"Max"}]},{"date_created":"2018-10-26T09:37:52Z","department":[{"_id":"178"},{"_id":"185"}],"type":"journal_article","citation":{"ieee":"U. Backes-Gellner, M. Kluike, K. Pull, M. Schneider, and S. Teuber, “Human resource management and radical innovation: a fuzzy-set QCA of US multinationals in Germany, Switzerland, and the UK,” <i>Journal of Business Economics</i>, no. 7, pp. 751--772, 2016.","apa":"Backes-Gellner, U., Kluike, M., Pull, K., Schneider, M., &#38; Teuber, S. (2016). Human resource management and radical innovation: a fuzzy-set QCA of US multinationals in Germany, Switzerland, and the UK. <i>Journal of Business Economics</i>, <i>7</i>, 751--772.","chicago":"Backes-Gellner, Uschi, Marlies Kluike, Kerstin Pull, Martin Schneider, and Silvia Teuber. “Human Resource Management and Radical Innovation: A Fuzzy-Set QCA of US Multinationals in Germany, Switzerland, and the UK.” <i>Journal of Business Economics</i>, no. 7 (2016): 751--772.","short":"U. Backes-Gellner, M. Kluike, K. Pull, M. Schneider, S. Teuber, Journal of Business Economics (2016) 751--772.","mla":"Backes-Gellner, Uschi, et al. “Human Resource Management and Radical Innovation: A Fuzzy-Set QCA of US Multinationals in Germany, Switzerland, and the UK.” <i>Journal of Business Economics</i>, no. 7, 2016, pp. 751--772.","bibtex":"@article{Backes-Gellner_Kluike_Pull_Schneider_Teuber_2016, title={Human resource management and radical innovation: a fuzzy-set QCA of US multinationals in Germany, Switzerland, and the UK}, number={7}, journal={Journal of Business Economics}, author={Backes-Gellner, Uschi and Kluike, Marlies and Pull, Kerstin and Schneider, Martin and Teuber, Silvia}, year={2016}, pages={751--772} }","ama":"Backes-Gellner U, Kluike M, Pull K, Schneider M, Teuber S. Human resource management and radical innovation: a fuzzy-set QCA of US multinationals in Germany, Switzerland, and the UK. <i>Journal of Business Economics</i>. 2016;(7):751--772."},"publication":"Journal of Business Economics","issue":"7","_id":"4929","language":[{"iso":"eng"}],"page":"751--772","user_id":"54657","author":[{"last_name":"Backes-Gellner","first_name":"Uschi","full_name":"Backes-Gellner, Uschi"},{"last_name":"Kluike","first_name":"Marlies","full_name":"Kluike, Marlies"},{"full_name":"Pull, Kerstin","first_name":"Kerstin","last_name":"Pull"},{"id":"471","last_name":"Schneider","first_name":"Martin","orcid":"https://orcid.org/0000-0002-6961-3716","full_name":"Schneider, Martin"},{"last_name":"Teuber","first_name":"Silvia","full_name":"Teuber, Silvia"}],"status":"public","title":"Human resource management and radical innovation: a fuzzy-set QCA of US multinationals in Germany, Switzerland, and the UK","year":"2016","publication_status":"published","date_updated":"2023-11-22T20:15:38Z"},{"type":"newspaper_article","date_created":"2023-11-24T13:12:37Z","extern":"1","publication":"Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›","issue":"H. 2-3","citation":{"mla":"Gretz, Daniela. “Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin».” <i>Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›</i>, vol. 49, no. H. 2-3, 2016.","ama":"Gretz D. Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin». <i>Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›</i>. 2016.","bibtex":"@article{Gretz_2016, title={Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin»}, volume={49}, number={H. 2-3}, journal={Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›}, author={Gretz, Daniela}, year={2016} }","apa":"Gretz, D. (2016). Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin». <i>Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›</i>, <i>49</i>(H. 2-3).","ieee":"D. Gretz, “Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin»,” <i>Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›</i>, vol. 49, no. H. 2-3, 2016.","chicago":"Gretz, Daniela. “Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin».” <i>Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert›</i>, 2016.","short":"D. Gretz, Colloquia Germanica: Sonderheft zu ‹Zeitschriftenliteratur im 19. Jahrhundert› 49 (2016)."},"publication_date":"2016","user_id":"90347","volume":49,"page":"305−328","_id":"49187","language":[{"iso":"ger"}],"date_updated":"2023-11-24T13:12:51Z","intvolume":"        49","status":"public","title":"Poetik der Miszelle? Präliminarien zur Koevolution von periodischer Presse und modernem Roman mit Blick auf Raabes «Stopfkuchen» und einem Ausblick auf Fontanes «Stechlin»","year":"2016","author":[{"id":"103096","full_name":"Gretz, Daniela","first_name":"Daniela","orcid":"0000-0003-3011-8715","last_name":"Gretz"}]}]