TY - CHAP A1 - Hanke, Julian A1 - Kosak, Oliver A1 - Schiendorfer, Alexander A1 - Reif, Wolfgang T1 - Self-organized Resource Allocation for Reconfigurable Robot Ensembles T2 - 2018 IEEE 12th International Conference on Self-Adaptive and Self-Organizing Systems (SASO) UR - https://doi.org/10.1109/SASO.2018.00022 KW - multi-agent KW - multi-robot KW - resource allocation KW - self-awareness KW - self-configuration Y1 - 2018 UR - https://doi.org/10.1109/SASO.2018.00022 SN - 978-1-5386-5172-8 SP - 110 EP - 119 PB - IEEE CY - Los Alamitos ER - TY - CHAP A1 - Schiendorfer, Alexander A1 - Gajek, Carola A1 - Reif, Wolfgang ED - Bischl, Bernd ED - Guhr, Oliver ED - Seibold, Heidi ED - Steinbach, Peter T1 - Turning Software Engineers into Machine Learning Engineers T2 - Proceedings of the First Teaching Machine Learning and Artificial Intelligence Workshop Y1 - 2021 UR - https://proceedings.mlr.press/v141/schiendorfer21a.html IS - 141 SP - 36 EP - 41 PB - PMLR CY - [s. l.] ER - TY - CHAP A1 - Schiendorfer, Alexander A1 - Steghöfer, Jan-Philipp A1 - Reif, Wolfgang T1 - Synthesised Constraint Models for Distributed Energy Management T2 - Proceedings of the 2014 Federated Conference on Computer Science and Information Systems (FedCSIS) Y1 - 2014 UR - https://ieeexplore.ieee.org/document/6933199 SN - 978-83-60810-58-3 SP - 1529 EP - 1538 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Wilfert, Jonas A1 - Paprotta, Niklas A1 - Kosak, Oliver A1 - Stieber, Simon A1 - Schiendorfer, Alexander A1 - Reif, Wolfgang ED - El-Araby, Esam ED - Kalogeraki, Vana ED - Pianini, Danilo ED - Lassabe, Frédéric ED - Porter, Barry ED - Gharemani, Sona ED - Nunes, Ingrid ED - Bakhouya, Mohamed ED - Tomforde, Sven T1 - A Real-Word Realization of the AntNet Routing Algorithm with ActivityBots T2 - Proceedings, 2021 IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion UR - https://doi.org/10.1109/ACSOS-C52956.2021.00072 KW - AntNet KW - ActivityBots KW - Teaching Y1 - 2021 UR - https://doi.org/10.1109/ACSOS-C52956.2021.00072 SN - 978-1-6654-4393-7 SP - 289 EP - 290 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Anders, Gerrit A1 - Schiendorfer, Alexander A1 - Steghöfer, Jan-Philipp A1 - Reif, Wolfgang ED - Stechele, Walter ED - Wild, Thomas T1 - Robust Scheduling in a Self-Organizing Hierarchy of Autonomous Virtual Power Plants T2 - ARCS 2014 - 27th International Conference on Architecture of Computing Systems: Workshop Proceedings Y1 - 2014 UR - https://www.vde-verlag.de/proceedings-en/563579019.html SN - 978-3-8007-3579-2 N1 - Auch veröffentlicht auf IEEE: https://ieeexplore.ieee.org/document/6775090 PB - VDE Verlag CY - Berlin ER - TY - CHAP A1 - Ella, Miriam A1 - Gajek, Carola A1 - Schiendorfer, Alexander A1 - Reif, Wolfgang ED - Bischl, Bernd ED - Guhr, Oliver ED - Seibold, Heidi ED - Steinbach, Peter T1 - An Interactive Web Application for Decision Tree Learning T2 - Proceedings of the First Teaching Machine Learning and Artificial Intelligence Workshop Y1 - 2021 UR - https://proceedings.mlr.press/v141/elia21a.html IS - 141 SP - 11 EP - 16 PB - PMLR CY - [s. l.] ER - TY - CHAP A1 - Schiendorfer, Alexander A1 - Reif, Wolfgang ED - Schiex, Thomas ED - de Givry, Simon T1 - Reducing bias in preference aggregation for multiagent soft constraint problems T2 - Principles and Practice of Constraint Programming, 25th International Conference, CP 2019, Proceedings UR - https://doi.org/10.1007/978-3-030-30048-7_30 Y1 - 2019 UR - https://doi.org/10.1007/978-3-030-30048-7_30 SN - 978-3-030-30047-0 SP - 510 EP - 526 PB - Springer CY - Cham ER - TY - CHAP A1 - Krützmann, Julia A1 - Schiendorfer, Alexander A1 - Beratz, Sergej A1 - Moosburger-Will, Judith A1 - Reif, Wolfgang A1 - Horn, Siegfried ED - Nicosia, Giuseppe ED - Ojha, Varun ED - La Malfa, Emanuele ED - Jansen, Giorgio ED - Sciacca, Vincenzo ED - Pardalos, Panos ED - Giuffrida, Giovanni ED - Umeton, Renato T1 - Learning Controllers for Adaptive Spreading of Carbon Fiber Tows T2 - Machine Learning, Optimization, and Data Science, 6th International Conference, LOD 2020, Siena, Italy, July 19-23, 2020, Revised Selected Papers, Part II UR - https://doi.org/10.1007/978-3-030-64580-9_6 Y1 - 2020 UR - https://doi.org/10.1007/978-3-030-64580-9_6 SN - 978-3-030-64580-9 SN - 978-3-030-64579-3 SP - 65 EP - 77 PB - Springer CY - Cham ER - TY - CHAP A1 - Schiendorfer, Alexander ED - Tomforde, Sven ED - Sick, Bernhard T1 - A Soft Constraint Approach to Self-organising Systems T2 - Organic Computing, Doctoral Dissertation Colloquium 2015 Y1 - 2015 UR - https://www.uni-kassel.de/ub/publizieren/kassel-university-press/verlagsprogramm?h=9783737600286 SN - 978-3-7376-0029-3 SN - 978-3-7376-0028-6 SP - 3 EP - 11 PB - kassel university press CY - Kassel ER - TY - CHAP A1 - Schiendorfer, Alexander ED - Tomforde, Sven ED - Sick, Bernhard T1 - Constraint Programming for Hierarchical Resource Allocation T2 - Organic Computing, Doctoral Dissertation Colloquium 2014 Y1 - 2014 UR - https://www.uni-kassel.de/ub/publizieren/kassel-university-press/verlagsprogramm/?h=978-3-86219-832-0 SN - 978-3-86219-832-0 SN - 978-3-86219-833-7 SP - 57 EP - 68 PB - kassel university press CY - Kassel ER - TY - CHAP A1 - Schiendorfer, Alexander A1 - Lassner, Christoph A1 - Anders, Gerrit A1 - Reif, Wolfgang A1 - Lienhart, Rainer ED - Cardoso, João M. P. T1 - Active Learning for Abstract Models of Collectives T2 - ARCS 2015 - 28th International Conference on Architecture of Computing Systems, Workshop Proceedings Y1 - 2015 UR - https://www.vde-verlag.de/proceedings-de/563657010.html SN - 978-3-8007-3657-7 N1 - Auch veröffentlicht auf IEEE: https://ieeexplore.ieee.org/abstract/document/7107102 PB - VDE Verlag CY - Berlin ER - TY - CHAP A1 - Gajek, Carola A1 - Schiendorfer, Alexander A1 - Reif, Wolfgang ED - Amini, Massih-Reza ED - Canu, Stéphane ED - Fischer, Asja ED - Guns, Tias ED - Kralj Novak, Petra ED - Tsoumakas, Grigorios T1 - A Recommendation System for CAD Assembly Modeling based on Graph Neural Networks T2 - Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2022, Proceedings, Part I UR - https://doi.org/10.1007/978-3-031-26387-3_28 KW - Graph Machine Learning KW - Recommendation KW - Computer-aided Design KW - AI-aided Design Y1 - 2023 UR - https://doi.org/10.1007/978-3-031-26387-3_28 SN - 978-3-031-26387-3 SN - 978-3-031-26386-6 SP - 457 EP - 473 PB - Springer CY - Cham ER - TY - CHAP A1 - Lodes, Lukas A1 - Schiendorfer, Alexander ED - Do, Phuc ED - Michau, Gabriel ED - Ezhilarasu, Cordelia T1 - Certainty Groups: A Practical Approach to Distinguish Confidence Levels in Neural Networks T2 - Proceedings of the European Conference of the PHM Society 2022 N2 - Machine Learning (ML), in particular classification with deep neural nets, can be applied to a variety of industrial tasks. It can augment established methods for controlling manufacturing processes such as statistical process control (SPC) to detect non-obvious patterns in high-dimensional input data. However, due to the widespread issue of model miscalibration in neural networks, there is a need for estimating the predictive uncertainty of these models. Many established approaches for uncertainty estimation output scores that are difficult to put into actionable insight. We therefore introduce the concept of certainty groups which distinguish the predictions of a neural network into the normal group and the certainty group. The certainty group contains only predictions with a very high accuracy that can be set up to 100%. We present an approach to compute these certainty groups and demonstrate our approach on two datasets from a PHM setting. UR - https://doi.org/10.36001/phme.2022.v7i1.3331 KW - machine Learning KW - classification KW - uncertainty KW - estimaton KW - neural network Y1 - 2022 UR - https://doi.org/10.36001/phme.2022.v7i1.3331 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-31307 SN - 978-1-936263-36-3 SP - 294 EP - 305 PB - PHM Society CY - State College ER - TY - CHAP A1 - Bhavnani, Sidhant A1 - Schiendorfer, Alexander ED - Schaus, Pierre T1 - Towards copeland optimization in combinatorial problems T2 - Integration of Constraint Programming, Artificial Intelligence, and Operations Research; 19th International Conference, CPAIOR 2022, Los Angeles, CA, USA, June 20-23, 2022; Proceedings UR - https://doi.org/10.1007/978-3-031-08011-1_4 KW - constraint programming KW - social choice theory KW - OR Y1 - 2022 UR - https://doi.org/10.1007/978-3-031-08011-1_4 SN - 978-3-031-08010-4 SN - 978-3-031-08011-1 N1 - Access provided by Nationallizenz Ebooks Medicine SP - 34 EP - 43 PB - Springer CY - Cham ER - TY - CHAP A1 - Dachtler, Kristina A1 - Ortner, Michael A1 - Ferri, Massimo A1 - Eberst, Christof A1 - Schiendorfer, Alexander T1 - Data-centric and Goal-oriented AI for Robotic Repair Tasks T2 - ISR Europe 2023, 56th International Symposium on Robotics, in cooperation with Fraunhofer IPA September 26 – 27, 2023 in Stuttgart Y1 - 2023 SN - 978-3-8007-6141-8 N1 - Auch veröffentlicht auf IEEE: https://ieeexplore.ieee.org/document/10363053 PB - VDE Verlag CY - Berlin ER - TY - CHAP A1 - Lodes, Lukas A1 - Schiendorfer, Alexander ED - Kinnaird, Katherine M. ED - Steinbach, Peter ED - Guhr, Oliver T1 - A Deep Learning Bootcamp for Engineering & Management Students T2 - Proceedings of the Third Teaching Machine Learning and Artificial Intelligence Workshop Y1 - 2023 UR - https://proceedings.mlr.press/v207/lodes23a.html SP - 32 EP - 36 PB - PMLR CY - [s. l.] ER -