--- _id: '13128' author: - first_name: Henrik full_name: Bröcher, Henrik id: '41047' last_name: Bröcher citation: ama: Bröcher H. Rational Secure Multiparty Computation. Universität Paderborn; 2019. apa: Bröcher, H. (2019). Rational Secure Multiparty Computation. Universität Paderborn. bibtex: '@book{Bröcher_2019, title={Rational Secure Multiparty Computation}, publisher={Universität Paderborn}, author={Bröcher, Henrik}, year={2019} }' chicago: Bröcher, Henrik. Rational Secure Multiparty Computation. Universität Paderborn, 2019. ieee: H. Bröcher, Rational Secure Multiparty Computation. Universität Paderborn, 2019. mla: Bröcher, Henrik. Rational Secure Multiparty Computation. Universität Paderborn, 2019. short: H. Bröcher, Rational Secure Multiparty Computation, Universität Paderborn, 2019. date_created: 2019-09-04T08:04:12Z date_updated: 2022-01-06T06:51:28Z ddc: - '000' department: - _id: '64' extern: '1' file: - access_level: open_access content_type: application/pdf creator: bhenrik date_created: 2019-09-04T07:59:31Z date_updated: 2020-10-30T15:59:34Z file_id: '13129' file_name: thesis_broecher.pdf file_size: 746819 relation: main_file file_date_updated: 2020-10-30T15:59:34Z has_accepted_license: '1' language: - iso: eng oa: '1' project: - _id: '13' name: SFB 901 - Subproject C1 - _id: '1' name: SFB 901 - _id: '4' name: SFB 901 - Project Area C publisher: Universität Paderborn status: public supervisor: - first_name: Johannes full_name: Blömer, Johannes id: '23' last_name: Blömer title: Rational Secure Multiparty Computation type: mastersthesis user_id: '25078' year: '2019' ... --- _id: '13138' abstract: - lang: eng text: "Mobile app stores like Apple's AppStore or Google's PlayStore are highly competitive markets for third-party developers wanting to develop successful applications. During the development process, many developers focus on the multitude of product functions but neglect the business model as an equally important part. As a result, developers often fail to meet customer needs, leading to unnecessary development costs and poor market penetration. This, in turn, raises the question of how we intertwine the business model and product functions during the development process to ensure a better alignment between the two.\r\nIn this paper, we show this intertwined development by adapting the concept of Twin Peaks to the business model and product functions. Based on feature modeling as an abstraction layer, we introduce the concept of a Business Model Decision Line (BMDL) to structure the business model decisions and their relation to product functions structured in a Software Product Line (SPL). The basis of our feature models is the analysis of top listed applications in the app stores of Apple and Google. To create and modify both models, we provide an incremental feature structuring and iterative feature selection process. This combination of abstraction layer and development process supports third-party developers to build successful applications both from a business and a product perspective. \r\n" author: - first_name: Sebastian full_name: Gottschalk, Sebastian id: '47208' last_name: Gottschalk - first_name: Florian full_name: Rittmeier, Florian id: '5281' last_name: Rittmeier - first_name: Gregor full_name: Engels, Gregor id: '107' last_name: Engels citation: ama: 'Gottschalk S, Rittmeier F, Engels G. Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach. In: Hyrynsalmi S, Suoranta M, Nguyen-Duc A, Tyrväinen P, Abrahamsson P, eds. Software Business. Vol 370. Lecture Notes in Business Information Processing. Cham: Springer International Publishing; 2019:192-207. doi:10.1007/978-3-030-33742-1_16' apa: 'Gottschalk, S., Rittmeier, F., & Engels, G. (2019). Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach. In S. Hyrynsalmi, M. Suoranta, A. Nguyen-Duc, P. Tyrväinen, & P. Abrahamsson (Eds.), Software Business (Vol. 370, pp. 192–207). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-33742-1_16' bibtex: '@inproceedings{Gottschalk_Rittmeier_Engels_2019, place={Cham}, series={Lecture Notes in Business Information Processing}, title={Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach}, volume={370}, DOI={10.1007/978-3-030-33742-1_16}, number={1}, booktitle={Software Business}, publisher={Springer International Publishing}, author={Gottschalk, Sebastian and Rittmeier, Florian and Engels, Gregor}, editor={Hyrynsalmi, Sami and Suoranta, Mari and Nguyen-Duc, Anh and Tyrväinen, Pasi and Abrahamsson, PekkaEditors}, year={2019}, pages={192–207}, collection={Lecture Notes in Business Information Processing} }' chicago: 'Gottschalk, Sebastian, Florian Rittmeier, and Gregor Engels. “Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach.” In Software Business, edited by Sami Hyrynsalmi, Mari Suoranta, Anh Nguyen-Duc, Pasi Tyrväinen, and Pekka Abrahamsson, 370:192–207. Lecture Notes in Business Information Processing. Cham: Springer International Publishing, 2019. https://doi.org/10.1007/978-3-030-33742-1_16.' ieee: 'S. Gottschalk, F. Rittmeier, and G. Engels, “Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach,” in Software Business, Jyväskylä, 2019, vol. 370, no. 1, pp. 192–207.' mla: 'Gottschalk, Sebastian, et al. “Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach.” Software Business, edited by Sami Hyrynsalmi et al., vol. 370, no. 1, Springer International Publishing, 2019, pp. 192–207, doi:10.1007/978-3-030-33742-1_16.' short: 'S. Gottschalk, F. Rittmeier, G. Engels, in: S. Hyrynsalmi, M. Suoranta, A. Nguyen-Duc, P. Tyrväinen, P. Abrahamsson (Eds.), Software Business, Springer International Publishing, Cham, 2019, pp. 192–207.' conference: end_date: 2019-11-20 location: ' Jyväskylä' name: 10th International Conference on Software Business start_date: 2019-11-18 date_created: 2019-09-04T21:23:07Z date_updated: 2022-01-06T06:51:29Z ddc: - '000' department: - _id: '66' doi: 10.1007/978-3-030-33742-1_16 editor: - first_name: Sami full_name: Hyrynsalmi, Sami last_name: Hyrynsalmi - first_name: Mari full_name: Suoranta, Mari last_name: Suoranta - first_name: Anh full_name: Nguyen-Duc, Anh last_name: Nguyen-Duc - first_name: Pasi full_name: Tyrväinen, Pasi last_name: Tyrväinen - first_name: Pekka full_name: Abrahamsson, Pekka last_name: Abrahamsson file: - access_level: open_access content_type: application/pdf creator: sego date_created: 2019-11-14T14:48:42Z date_updated: 2019-12-06T13:47:25Z file_id: '14989' file_name: ICSOB.pdf file_size: 391814 relation: main_file file_date_updated: 2019-12-06T13:47:25Z has_accepted_license: '1' intvolume: ' 370' issue: '1' keyword: - Intertwined Development - Twin Peaks - Feature Model - Business Model - Product Functions language: - iso: eng main_file_link: - url: https://link.springer.com/chapter/10.1007/978-3-030-33742-1_16 oa: '1' page: 192-207 place: Cham project: - _id: '1' name: SFB 901 - _id: '4' name: SFB 901 - Project Area C - _id: '17' name: SFB 901 - Subproject C5 publication: Software Business publication_identifier: unknown: - 978-3-030-33741-4 publication_status: published publisher: Springer International Publishing series_title: Lecture Notes in Business Information Processing status: public title: 'Intertwined Development of Business Model and Product Functions for Mobile Applications: A Twin Peak Feature Modeling Approach' type: conference user_id: '47208' volume: 370 year: '2019' ... --- _id: '13139' citation: ama: 'Rezat S, Fan L, Hattermann M, Schumacher J, Wuschke H, eds. Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany. Paderborn: Universitätsbibliothek Paderborn; 2019. doi:10.17619/UNIPB/1-768' apa: 'Rezat, S., Fan, L., Hattermann, M., Schumacher, J., & Wuschke, H. (Eds.). (2019). Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany. Presented at the Third International Conference on Mathematics Textbook Research and Development, Paderborn: Universitätsbibliothek Paderborn. https://doi.org/10.17619/UNIPB/1-768' bibtex: '@book{Rezat_Fan_Hattermann_Schumacher_Wuschke_2019, place={Paderborn}, title={Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany}, DOI={10.17619/UNIPB/1-768}, publisher={Universitätsbibliothek Paderborn}, year={2019} }' chicago: 'Rezat, Sebastian, Lianghuo Fan, Mathias Hattermann, Jan Schumacher, and Holger Wuschke, eds. Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany. Paderborn: Universitätsbibliothek Paderborn, 2019. https://doi.org/10.17619/UNIPB/1-768.' ieee: 'S. Rezat, L. Fan, M. Hattermann, J. Schumacher, and H. Wuschke, Eds., Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany. Paderborn: Universitätsbibliothek Paderborn, 2019.' mla: 'Rezat, Sebastian, et al., editors. Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany. Universitätsbibliothek Paderborn, 2019, doi:10.17619/UNIPB/1-768.' short: 'S. Rezat, L. Fan, M. Hattermann, J. Schumacher, H. Wuschke, eds., Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany, Universitätsbibliothek Paderborn, Paderborn, 2019.' conference: end_date: 2019-09-19 location: Paderborn name: Third International Conference on Mathematics Textbook Research and Development start_date: 2019-09-16 date_created: 2019-09-05T12:13:20Z date_updated: 2022-01-06T06:51:29Z department: - _id: '360' - _id: '98' doi: 10.17619/UNIPB/1-768 editor: - first_name: Sebastian full_name: Rezat, Sebastian last_name: Rezat - first_name: Lianghuo full_name: Fan, Lianghuo last_name: Fan - first_name: Mathias full_name: Hattermann, Mathias last_name: Hattermann - first_name: Jan full_name: Schumacher, Jan id: '26809' last_name: Schumacher orcid: 0000-0002-6676-9774 - first_name: Holger full_name: Wuschke, Holger last_name: Wuschke language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.17619/UNIPB/1-768 oa: '1' page: '392' place: Paderborn publication_status: published publisher: Universitätsbibliothek Paderborn status: public title: 'Proceedings of the Third International Conference on Mathematics Textbook Research and Development: 16-19 September 2019 Paderborn, Germany' type: book_editor user_id: '26809' year: '2019' ... --- _id: '13271' abstract: - lang: eng text: Automatic meeting analysis comprises the tasks of speaker counting, speaker diarization, and the separation of overlapped speech, followed by automatic speech recognition. This all has to be carried out on arbitrarily long sessions and, ideally, in an online or block-online manner. While significant progress has been made on individual tasks, this paper presents for the first time an all-neural approach to simultaneous speaker counting, diarization and source separation. The NN-based estimator operates in a block-online fashion and tracks speakers even if they remain silent for a number of time blocks, thus learning a stable output order for the separated sources. The neural network is recurrent over time as well as over the number of sources. The simulation experiments show that state of the art separation performance is achieved, while at the same time delivering good diarization and source counting results. It even generalizes well to an unseen large number of blocks. author: - first_name: Thilo full_name: von Neumann, Thilo last_name: von Neumann - first_name: Keisuke full_name: Kinoshita, Keisuke last_name: Kinoshita - first_name: Marc full_name: Delcroix, Marc last_name: Delcroix - first_name: Shoko full_name: Araki, Shoko last_name: Araki - first_name: Tomohiro full_name: Nakatani, Tomohiro last_name: Nakatani - first_name: Reinhold full_name: Haeb-Umbach, Reinhold id: '242' last_name: Haeb-Umbach citation: ama: 'von Neumann T, Kinoshita K, Delcroix M, Araki S, Nakatani T, Haeb-Umbach R. All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis. In: ICASSP 2019, Brighton, UK. ; 2019.' apa: von Neumann, T., Kinoshita, K., Delcroix, M., Araki, S., Nakatani, T., & Haeb-Umbach, R. (2019). All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis. In ICASSP 2019, Brighton, UK. bibtex: '@inproceedings{von Neumann_Kinoshita_Delcroix_Araki_Nakatani_Haeb-Umbach_2019, title={All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis}, booktitle={ICASSP 2019, Brighton, UK}, author={von Neumann, Thilo and Kinoshita, Keisuke and Delcroix, Marc and Araki, Shoko and Nakatani, Tomohiro and Haeb-Umbach, Reinhold}, year={2019} }' chicago: Neumann, Thilo von, Keisuke Kinoshita, Marc Delcroix, Shoko Araki, Tomohiro Nakatani, and Reinhold Haeb-Umbach. “All-Neural Online Source Separation, Counting, and Diarization for Meeting Analysis.” In ICASSP 2019, Brighton, UK, 2019. ieee: T. von Neumann, K. Kinoshita, M. Delcroix, S. Araki, T. Nakatani, and R. Haeb-Umbach, “All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis,” in ICASSP 2019, Brighton, UK, 2019. mla: von Neumann, Thilo, et al. “All-Neural Online Source Separation, Counting, and Diarization for Meeting Analysis.” ICASSP 2019, Brighton, UK, 2019. short: 'T. von Neumann, K. Kinoshita, M. Delcroix, S. Araki, T. Nakatani, R. Haeb-Umbach, in: ICASSP 2019, Brighton, UK, 2019.' date_created: 2019-09-18T08:20:50Z date_updated: 2022-01-06T06:51:31Z ddc: - '000' department: - _id: '54' file: - access_level: open_access content_type: application/pdf creator: huesera date_created: 2019-09-18T08:28:39Z date_updated: 2019-09-19T07:05:57Z file_id: '13272' file_name: ICASSP_2019_Neumann_Paper.pdf file_size: 126453 relation: main_file file_date_updated: 2019-09-19T07:05:57Z has_accepted_license: '1' language: - iso: eng oa: '1' publication: ICASSP 2019, Brighton, UK status: public title: All-neural Online Source Separation, Counting, and Diarization for Meeting Analysis type: conference user_id: '59789' year: '2019' ... --- _id: '13292' abstract: - lang: eng text: "Building on 5G and network function virtualization (NFV), smart manufacturing has the potential to drastically increase productivity, reduce cost, and introduce novel, flexible manufacturing services. Current work mostly focuses on high-level scenarios or emulation-based prototype deployments. \r\n\r\nExtending our previous work, we showcase one of the first cloud-native 5G verticals focusing on the deployment of smart manufacturing use cases on production infrastructure. In particular, we use the 5GTANGO service platform to deploy our developed network services on Kubernetes. For this demo, we implemented a series of cloud-native virtualized network functions (VNFs) and created suitable service descriptors. Their light-weight, stateless deployment on Kubernetes enables quick instantiation, scalability, and robustness." author: - first_name: Stefan Balthasar full_name: Schneider, Stefan Balthasar id: '35343' last_name: Schneider orcid: 0000-0001-8210-4011 - first_name: Manuel full_name: Peuster, Manuel id: '13271' last_name: Peuster - first_name: Kai full_name: Hannemann, Kai last_name: Hannemann - first_name: Daniel full_name: Behnke, Daniel last_name: Behnke - first_name: Marcel full_name: Müller, Marcel last_name: Müller - first_name: Patrick-Benjamin full_name: Bök, Patrick-Benjamin last_name: Bök - first_name: Holger full_name: Karl, Holger id: '126' last_name: Karl citation: ama: 'Schneider SB, Peuster M, Hannemann K, et al. “Producing Cloud-Native”: Smart Manufacturing Use Cases on Kubernetes. In: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track. Dallas, TX, USA: IEEE; 2019.' apa: 'Schneider, S. B., Peuster, M., Hannemann, K., Behnke, D., Müller, M., Bök, P.-B., & Karl, H. (2019). “Producing Cloud-Native”: Smart Manufacturing Use Cases on Kubernetes. In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track. Dallas, TX, USA: IEEE.' bibtex: '@inproceedings{Schneider_Peuster_Hannemann_Behnke_Müller_Bök_Karl_2019, place={Dallas, TX, USA}, title={“Producing Cloud-Native”: Smart Manufacturing Use Cases on Kubernetes}, booktitle={IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track}, publisher={IEEE}, author={Schneider, Stefan Balthasar and Peuster, Manuel and Hannemann, Kai and Behnke, Daniel and Müller, Marcel and Bök, Patrick-Benjamin and Karl, Holger}, year={2019} }' chicago: 'Schneider, Stefan Balthasar, Manuel Peuster, Kai Hannemann, Daniel Behnke, Marcel Müller, Patrick-Benjamin Bök, and Holger Karl. “‘Producing Cloud-Native’: Smart Manufacturing Use Cases on Kubernetes.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track. Dallas, TX, USA: IEEE, 2019.' ieee: 'S. B. Schneider et al., “‘Producing Cloud-Native’: Smart Manufacturing Use Cases on Kubernetes,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track, Dallas, TX, USA, 2019.' mla: 'Schneider, Stefan Balthasar, et al. “‘Producing Cloud-Native’: Smart Manufacturing Use Cases on Kubernetes.” IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track, IEEE, 2019.' short: 'S.B. Schneider, M. Peuster, K. Hannemann, D. Behnke, M. Müller, P.-B. Bök, H. Karl, in: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track, IEEE, Dallas, TX, USA, 2019.' conference: location: Dallas, TX, USA name: 2019 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track date_created: 2019-09-19T07:17:46Z date_updated: 2022-01-06T06:51:32Z ddc: - '000' department: - _id: '75' file: - access_level: open_access content_type: application/pdf creator: stschn date_created: 2019-09-19T07:17:41Z date_updated: 2019-09-19T07:17:41Z file_id: '13293' file_name: preprint_ris.pdf file_size: 182136 relation: main_file file_date_updated: 2019-09-19T07:17:41Z has_accepted_license: '1' keyword: - 5G - NFV - Smart Manufacturing - Cloud-Native - Kubernetes language: - iso: eng oa: '1' place: Dallas, TX, USA project: - _id: '1' name: SFB 901 - _id: '4' name: SFB 901 - Project Area C - _id: '16' name: SFB 901 - Subproject C4 - _id: '28' grant_number: '761493' name: 5G Development and validation platform for global industry-specific network services and Apps publication: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track publisher: IEEE status: public title: '"Producing Cloud-Native": Smart Manufacturing Use Cases on Kubernetes' type: conference user_id: '35343' year: '2019' ... --- _id: '13443' abstract: - lang: eng text: "This work considers the problem of control and resource allocation in networked\r\nsystems. To this end, we present DIRA a Deep reinforcement learning based Iterative Resource\r\nAllocation algorithm, which is scalable and control-aware. Our algorithm is tailored towards\r\nlarge-scale problems where control and scheduling need to act jointly to optimize performance.\r\nDIRA can be used to schedule general time-domain optimization based controllers. In the present\r\nwork, we focus on control designs based on suitably adapted linear quadratic regulators. We\r\napply our algorithm to networked systems with correlated fading communication channels. Our\r\nsimulations show that DIRA scales well to large scheduling problems." author: - first_name: Adrian full_name: Redder, Adrian id: '52265' last_name: Redder orcid: https://orcid.org/0000-0001-7391-4688 - first_name: Arunselvan full_name: Ramaswamy, Arunselvan id: '66937' last_name: Ramaswamy orcid: https://orcid.org/ 0000-0001-7547-8111 - first_name: Daniel full_name: Quevedo, Daniel last_name: Quevedo citation: ama: 'Redder A, Ramaswamy A, Quevedo D. Deep reinforcement learning for scheduling in large-scale networked control systems. In: Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems. ; 2019.' apa: Redder, A., Ramaswamy, A., & Quevedo, D. (2019). Deep reinforcement learning for scheduling in large-scale networked control systems. In Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems. Chicago, USA. bibtex: '@inproceedings{Redder_Ramaswamy_Quevedo_2019, title={Deep reinforcement learning for scheduling in large-scale networked control systems}, booktitle={Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems}, author={Redder, Adrian and Ramaswamy, Arunselvan and Quevedo, Daniel}, year={2019} }' chicago: Redder, Adrian, Arunselvan Ramaswamy, and Daniel Quevedo. “Deep Reinforcement Learning for Scheduling in Large-Scale Networked Control Systems.” In Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, 2019. ieee: A. Redder, A. Ramaswamy, and D. Quevedo, “Deep reinforcement learning for scheduling in large-scale networked control systems,” in Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, Chicago, USA, 2019. mla: Redder, Adrian, et al. “Deep Reinforcement Learning for Scheduling in Large-Scale Networked Control Systems.” Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, 2019. short: 'A. Redder, A. Ramaswamy, D. Quevedo, in: Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, 2019.' conference: end_date: 2019-09-17 location: Chicago, USA name: 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems - NECSYS 2019 start_date: 2019-09-16 date_created: 2019-09-23T16:00:58Z date_updated: 2022-01-06T06:51:36Z ddc: - '620' file: - access_level: local content_type: application/pdf creator: aredder date_created: 2019-09-23T15:48:33Z date_updated: 2019-09-23T16:21:16Z file_id: '13444' file_name: ifacconf.pdf file_size: 371429 relation: main_file file_date_updated: 2019-09-23T16:21:16Z has_accepted_license: '1' keyword: - Networked control systems - deep reinforcement learning - large-scale systems - resource scheduling - stochastic control language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/abs/1905.05992 oa: '1' project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems publication_status: published status: public title: Deep reinforcement learning for scheduling in large-scale networked control systems type: conference user_id: '52265' year: '2019' ... --- _id: '10232' abstract: - lang: eng text: Existing tools for automated machine learning, such as Auto-WEKA, TPOT, auto-sklearn, and more recently ML-Plan, have shown impressive results for the tasks of single-label classification and regression. Yet, there is only little work on other types of machine learning problems so far. In particular, there is almost no work on automating the engineering of machine learning solutions for multi-label classification (MLC). We show how the scope of ML-Plan, an AutoML-tool for multi-class classification, can be extended towards MLC using MEKA, which is a multi-label extension of the well-known Java library WEKA. The resulting approach recursively refines MEKA's multi-label classifiers, nesting other multi-label classifiers for meta algorithms and single-label classifiers provided by WEKA as base learners. In our evaluation, we find that the proposed approach yields strong results and performs significantly better than a set of baselines we compare with. author: - first_name: Marcel Dominik full_name: Wever, Marcel Dominik id: '33176' last_name: Wever orcid: ' https://orcid.org/0000-0001-9782-6818' - first_name: Felix full_name: Mohr, Felix last_name: Mohr - first_name: Alexander full_name: Tornede, Alexander id: '38209' last_name: Tornede - first_name: Eyke full_name: Hüllermeier, Eyke id: '48129' last_name: Hüllermeier citation: ama: 'Wever MD, Mohr F, Tornede A, Hüllermeier E. Automating Multi-Label Classification Extending ML-Plan. In: ; 2019.' apa: Wever, M. D., Mohr, F., Tornede, A., & Hüllermeier, E. (2019). Automating Multi-Label Classification Extending ML-Plan. Presented at the 6th ICML Workshop on Automated Machine Learning (AutoML 2019), Long Beach, CA, USA. bibtex: '@inproceedings{Wever_Mohr_Tornede_Hüllermeier_2019, title={Automating Multi-Label Classification Extending ML-Plan}, author={Wever, Marcel Dominik and Mohr, Felix and Tornede, Alexander and Hüllermeier, Eyke}, year={2019} }' chicago: Wever, Marcel Dominik, Felix Mohr, Alexander Tornede, and Eyke Hüllermeier. “Automating Multi-Label Classification Extending ML-Plan,” 2019. ieee: M. D. Wever, F. Mohr, A. Tornede, and E. Hüllermeier, “Automating Multi-Label Classification Extending ML-Plan,” presented at the 6th ICML Workshop on Automated Machine Learning (AutoML 2019), Long Beach, CA, USA, 2019. mla: Wever, Marcel Dominik, et al. Automating Multi-Label Classification Extending ML-Plan. 2019. short: 'M.D. Wever, F. Mohr, A. Tornede, E. Hüllermeier, in: 2019.' conference: end_date: 2019-06-15 location: Long Beach, CA, USA name: 6th ICML Workshop on Automated Machine Learning (AutoML 2019) start_date: 2019-06-09 date_created: 2019-06-11T21:33:06Z date_updated: 2022-01-06T06:50:33Z ddc: - '006' department: - _id: '355' file: - access_level: open_access content_type: application/pdf creator: wever date_created: 2019-09-10T08:19:01Z date_updated: 2019-09-10T08:20:44Z file_id: '13177' file_name: Automating_MultiLabel_Classification_Extending_ML-Plan.pdf file_size: 388191 relation: main_file file_date_updated: 2019-09-10T08:20:44Z has_accepted_license: '1' language: - iso: eng oa: '1' project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '10' name: SFB 901 - Subproject B2 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing status: public title: Automating Multi-Label Classification Extending ML-Plan type: conference user_id: '33176' year: '2019' ... --- _id: '10282' article_type: original author: - first_name: Zemeng full_name: Lin, Zemeng last_name: Lin - first_name: Lingling full_name: Huang, Lingling last_name: Huang - first_name: Ruizhe full_name: Zhao, Ruizhe last_name: Zhao - first_name: Qunshuo full_name: Wei, Qunshuo last_name: Wei - first_name: Thomas full_name: Zentgraf, Thomas id: '30525' last_name: Zentgraf orcid: 0000-0002-8662-1101 - first_name: Yongtian full_name: Wang, Yongtian last_name: Wang - first_name: Xiaowei full_name: Li, Xiaowei last_name: Li citation: ama: Lin Z, Huang L, Zhao R, et al. Dynamic control of mode modulation and spatial multiplexing using hybrid metasurfaces. Optics Express. 2019;27(13):18740-18750. doi:10.1364/oe.27.018740 apa: Lin, Z., Huang, L., Zhao, R., Wei, Q., Zentgraf, T., Wang, Y., & Li, X. (2019). Dynamic control of mode modulation and spatial multiplexing using hybrid metasurfaces. Optics Express, 27(13), 18740–18750. https://doi.org/10.1364/oe.27.018740 bibtex: '@article{Lin_Huang_Zhao_Wei_Zentgraf_Wang_Li_2019, title={Dynamic control of mode modulation and spatial multiplexing using hybrid metasurfaces}, volume={27}, DOI={10.1364/oe.27.018740}, number={13}, journal={Optics Express}, author={Lin, Zemeng and Huang, Lingling and Zhao, Ruizhe and Wei, Qunshuo and Zentgraf, Thomas and Wang, Yongtian and Li, Xiaowei}, year={2019}, pages={18740–18750} }' chicago: 'Lin, Zemeng, Lingling Huang, Ruizhe Zhao, Qunshuo Wei, Thomas Zentgraf, Yongtian Wang, and Xiaowei Li. “Dynamic Control of Mode Modulation and Spatial Multiplexing Using Hybrid Metasurfaces.” Optics Express 27, no. 13 (2019): 18740–50. https://doi.org/10.1364/oe.27.018740.' ieee: Z. Lin et al., “Dynamic control of mode modulation and spatial multiplexing using hybrid metasurfaces,” Optics Express, vol. 27, no. 13, pp. 18740–18750, 2019. mla: Lin, Zemeng, et al. “Dynamic Control of Mode Modulation and Spatial Multiplexing Using Hybrid Metasurfaces.” Optics Express, vol. 27, no. 13, 2019, pp. 18740–50, doi:10.1364/oe.27.018740. short: Z. Lin, L. Huang, R. Zhao, Q. Wei, T. Zentgraf, Y. Wang, X. Li, Optics Express 27 (2019) 18740–18750. date_created: 2019-06-21T07:40:22Z date_updated: 2022-01-06T06:50:34Z ddc: - '530' department: - _id: '15' - _id: '230' - _id: '289' doi: 10.1364/oe.27.018740 file: - access_level: closed content_type: application/pdf creator: zentgraf date_created: 2019-06-21T07:43:44Z date_updated: 2019-06-21T07:43:44Z file_id: '10283' file_name: oe-27-13-18740.pdf file_size: 3270620 relation: main_file success: 1 file_date_updated: 2019-06-21T07:43:44Z has_accepted_license: '1' intvolume: ' 27' issue: '13' language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1364/OE.27.018740 oa: '1' page: 18740-18750 publication: Optics Express publication_identifier: issn: - 1094-4087 publication_status: published status: public title: Dynamic control of mode modulation and spatial multiplexing using hybrid metasurfaces type: journal_article user_id: '30525' volume: 27 year: '2019' ... --- _id: '10306' author: - first_name: Laurens Alexander full_name: Porzenheim, Laurens Alexander id: '47434' last_name: Porzenheim citation: ama: Porzenheim LA. Post-Quantum Secure Group Signatures.; 2019. apa: Porzenheim, L. A. (2019). Post-Quantum Secure Group Signatures. bibtex: '@book{Porzenheim_2019, title={Post-Quantum Secure Group Signatures}, author={Porzenheim, Laurens Alexander}, year={2019} }' chicago: Porzenheim, Laurens Alexander. Post-Quantum Secure Group Signatures, 2019. ieee: L. A. Porzenheim, Post-Quantum Secure Group Signatures. 2019. mla: Porzenheim, Laurens Alexander. Post-Quantum Secure Group Signatures. 2019. short: L.A. Porzenheim, Post-Quantum Secure Group Signatures, 2019. date_created: 2019-06-26T09:12:47Z date_updated: 2022-01-06T06:50:36Z ddc: - '000' department: - _id: '64' file: - access_level: open_access content_type: application/pdf creator: laurensp date_created: 2019-06-26T09:08:23Z date_updated: 2019-06-26T09:19:15Z file_id: '10307' file_name: thesis_final.pdf file_size: 899233 relation: main_file file_date_updated: 2019-06-26T09:19:15Z has_accepted_license: '1' language: - iso: eng oa: '1' status: public supervisor: - first_name: Johannes full_name: Blömer, Johannes id: '23' last_name: Blömer title: Post-Quantum Secure Group Signatures type: mastersthesis user_id: '47434' year: '2019' ... --- _id: '10325' author: - first_name: Manuel full_name: Peuster, Manuel id: '13271' last_name: Peuster - first_name: Michael full_name: Marchetti, Michael last_name: Marchetti - first_name: Gerardo full_name: García de Blas, Gerardo last_name: García de Blas - first_name: Holger full_name: Karl, Holger id: '126' last_name: Karl citation: ama: Peuster M, Marchetti M, García de Blas G, Karl H. Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing. EURASIP Journal on Wireless Communications and Networking. 2019. doi:10.1186/s13638-019-1493-2 apa: Peuster, M., Marchetti, M., García de Blas, G., & Karl, H. (2019). Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing. EURASIP Journal on Wireless Communications and Networking. https://doi.org/10.1186/s13638-019-1493-2 bibtex: '@article{Peuster_Marchetti_García de Blas_Karl_2019, title={Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing}, DOI={10.1186/s13638-019-1493-2}, journal={EURASIP Journal on Wireless Communications and Networking}, publisher={Springer}, author={Peuster, Manuel and Marchetti, Michael and García de Blas, Gerardo and Karl, Holger}, year={2019} }' chicago: Peuster, Manuel, Michael Marchetti, Gerardo García de Blas, and Holger Karl. “Automated Testing of NFV Orchestrators against Carrier-Grade Multi-PoP Scenarios Using Emulation-Based Smoke Testing.” EURASIP Journal on Wireless Communications and Networking, 2019. https://doi.org/10.1186/s13638-019-1493-2. ieee: M. Peuster, M. Marchetti, G. García de Blas, and H. Karl, “Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing,” EURASIP Journal on Wireless Communications and Networking, 2019. mla: Peuster, Manuel, et al. “Automated Testing of NFV Orchestrators against Carrier-Grade Multi-PoP Scenarios Using Emulation-Based Smoke Testing.” EURASIP Journal on Wireless Communications and Networking, Springer, 2019, doi:10.1186/s13638-019-1493-2. short: M. Peuster, M. Marchetti, G. García de Blas, H. Karl, EURASIP Journal on Wireless Communications and Networking (2019). date_created: 2019-06-27T06:42:38Z date_updated: 2022-01-06T06:50:37Z ddc: - '004' department: - _id: '75' doi: 10.1186/s13638-019-1493-2 file: - access_level: closed content_type: application/pdf creator: ups date_created: 2019-08-26T11:13:00Z date_updated: 2019-08-26T11:13:00Z file_id: '12963' file_name: s13638-019-1493-2.pdf file_size: 1750901 relation: main_file success: 1 file_date_updated: 2019-08-26T11:13:00Z has_accepted_license: '1' language: - iso: eng main_file_link: - open_access: '1' url: https://jwcn-eurasipjournals.springeropen.com/articles/10.1186/s13638-019-1493-2 oa: '1' project: - _id: '28' grant_number: '761493' name: 5G Development and validation platform for global industry-specific network services and Apps - _id: '1' name: SFB 901 - _id: '4' name: SFB 901 - Project Area C - _id: '16' name: SFB 901 - Subproject C4 publication: EURASIP Journal on Wireless Communications and Networking publication_identifier: issn: - 1687-1499 publication_status: published publisher: Springer status: public title: Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing type: journal_article user_id: '477' year: '2019' ...