Publikationen AS: GSaME-NFG Zur Gruppierung nach Jahrgang wechseln
Übersicht
- Artikel in Zeitschrift
- Artikel in Tagungsband (Konferenzbeitrag)
- Artikel in Tagungsband (Workshopbeitrag)
- Beitrag in Buch
- Dissertation
Artikel in Zeitschrift
- Hirsch, Vitali; Reimann, Peter; Treder-Tschechlov, Dennis; Schwarz, Holger; Mitschang, Bernhard: Exploiting Domain Knowledge to address Class Imbalance and a Heterogeneous Feature Space in Multi-Class Classification. In: International Journal on Very Large Data Bases (VLDB-Journal), Springer, 2023.
- Villanueva Zacarias, Alejandro Gabriel; Reimann, Peter; Weber, Christian; Mitschang, Bernhard: AssistML: An Approach to Manage, Recommend and Reuse ML Solutions. In: International Journal of Data Science and Analytics (JDSA), Springer Nature, 2023.
- Kiefer, Cornelia; Reimann, Peter; Mitschang, Bernhard: QUALM: Ganzheitliche Messung und Verbesserung der Datenqualität in der Textanalyse. In: Datenbank-Spektrum, Springer Verlag, 2019.
- Petrik, Dimitri; Mormul, Mathias; Reimann, Peter: Anforderungen für Zeitreihendatenbanken in der industriellen Edge. In: HMD Praxis der Wirtschaftsinformatik. Bd. 56, Springer-Verlag, 2019.
- Weber, Christian; Wieland, Matthias; Reimann, Peter: Konzepte zur Datenverarbeitung in Referenzarchitekturen für Industrie 4.0: Konsequenzen bei der Umsetzung einer IT-Architektur. In: Datenbank-Spektrum. Bd. 18(1), Springer Berlin Heidelberg, 2018.
- Weber, Christian; Königsberger, Jan: Industrie 4.0: Aktuelle Entwicklungen für Analytics - Teil 1: Analytics und Datenmanagement in Industrie 4.0-Referenzarchitekturen. In: wt Werkstattstechnik online. Bd. 107(3), Düsseldorf: Springer-VDI-Verlag, 2017.
- Weber, Christian; Königsberger, Jan: Industrie 4.0: Aktuelle Entwicklungen für Analytics - Teil 2: Vergleich und Bewertung von Industrie 4.0-Referenzarchitekturen. In: wt Werkstattstechnik online. Bd. 107(6), Springer-VDI-Verlag, 2017.
Jahrgang 2023
Jahrgang 2019
Jahrgang 2018
Jahrgang 2017
Artikel in Tagungsband (Konferenzbeitrag)
- Treder-Tschechlov, Dennis; Reimann, Peter; Schwarz, Holger; Mitschang, Bernhard: Approach to Synthetic Data Generation for Imbalanced Multi-class Problems with Heterogeneous Groups. In: Tagungsband der 20. Fachtagung Datenbanksysteme für Business, Technologie und Web (BTW 2019), 2023.
- Wilhelm, Yannick; Reimann, Peter; Gauchel, Wolfgang; Klein, Steffen; Mitschang, Bernhard: PUSION- A Generic and Automated Framework for Decision Fusion. In: Proceedings of the 39th IEEE International Conference on Data Engineering (ICDE 2023).
- Voggesberger, Julius; Reimann, Peter; Mitschang, Bernhard: Towards the Automatic Creation of Optimized Classifier Ensembles. In: Proceedings of the 25th International Conference on Enterprise Information Systems (ICEIS 2023).
- Ackermann, Thomas; Miehe, Robert; Reimann, Peter; Mitschang, Bernhard; Takors, Ralf; Bauernhansl, Thomas: A Cross-Disciplinary Training Concept for Future Technologists in the Dawn of Biointelligent Production Systems. In: Procedia CIRP: Proceedings of 13th CIRP Conference on Learning Factories (CIRP CLF), 2023.
- Hermann, Florian; Chen, Bowen; Ghasemi, Golsa; Stegmaier, Valentin; Ackermann, Thomas; Reimann, Peter; Vogt, Sabrina; Graf, Thomas; Weyrich, Michael: A Digital Twin Approach for the Prediction of the Geometry of Single Tracks Produced by Laser Metal Deposition. In: Procedia CIRP: Proceedings of the 55th CIRP Conference on Manufacturing Systems (CIRP CMS 2022).
- Spieß, Marco; Reimann, Peter; Weber, Christian; Mitschang, Bernhard: Analysis of Incremental Learning andWindowing to handle Combined Dataset Shifts on Binary Classification for Product Failure Prediction. In: Proceedings of the 24th International Conference on Enterprise Information Systems (ICEIS 2022).
- Ziegler, Julian; Reimann, Peter; Schulz, Christoph; Keller, Florian; Mitschang, Bernhard: A Graph Structure to Discover Patterns in Unstructured Processes of Product Development. In: Proceedings of the 23rd International Conference on Information Reuse and Integration for Data Science (IRI 2022).
- Ziegler, Julian; Reimann, Peter; Keller, Florian; Mitschang, Bernhard: A Metadata Model to Connect Isolated Data Silos and Activities of the CAE Domain. In: Proceedings of the 33rd International Conference on Advanced Information Systems Engineering (CAiSE), 2021.
- Birk, Alexander; Wilhelm, Yannick; Dreher, Simon; Flack, Christian; Reimann, Peter; Gröger, Christoph: A Real-World Application of Process Mining for Data-Driven Analysis of Multi-Level Interlinked Manufacturing Processes. In: Procedia CIRP: Proceedings of the 54th CIRP Conference on Manufacturing Systems (CIRP CMS 2021).
- Wagner, Eduard; Keller, Bernd; Reimann, Peter; Gröger, Christoph; Spath, Dieter: Advanced Analytics for Evaluating Critical Joining Technologies in Automotive Body Structures and Body Shops. In: Proceedings of the 15th CIRP Conference on Intelligent Computation in Manufacturing Engineering (CIRP ICME), 2021.
- Villanueva Zacarias, Alejandro; Weber, Christian; Reimann, Peter; Mitschang, Bernhard: AssistML: A Concept to Recommend ML Solutions for Predictive Use Cases. In: Proceedings of the 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2021).
- Kiefer, Cornelia; Reimann, Peter; Mitschang, Bernhard: Prevent Low-Quality Analytics by Automatic Selection of the Best-Fitting Training Data. In: Proceedings of the 53rd Hawaii International Conference on System Sciences (HICSS), 2020.
- Hirsch, Vitali; Reimann, Peter; Mitschang, Bernhard: Incorporating Economic Aspects into Recommendation Ranking to Reduce Failure Costs. In: Procedia CIRP: Proceedings of the 53rd CIRP Conference on Manufacturing Systems (CIRP CMS 2020).
- Ziegler, Julian; Reimann, Peter; Keller, Florian; Mitschang, Bernhard: A Graph-based Approach to Manage CAE Data in a Data Lake. In: Procedia CIRP: Proceedings of the 53rd CIRP Conference on Manufacturing Systems (CIRP CMS 2020).
- Weber, Christian; Hirmer, Pascal; Reimann, Peter: A Model Management Platform for Industry 4.0 - Enabling Management of Machine Learning Models in Manufacturing Environments. In: Abramowicz, Witold (Hrsg); Alt, Rainer (Hrsg); Klein, Gary (Hrsg); Paschke, Adrian (Hrsg); Sandkuhl, Kurt (Hrsg): Proceedings of the 23rd International Conference on Business Information Systems (BIS), 2020.
- Wilhelm, Yannick; Schreier, Ulf; Reimann, Peter; Mitschang, Bernhard; Ziekow, Holger: Data Science Approaches to Quality Control in Manufacturing: A Review of Problems, Challenges and Architecture. In: Springer Proceedings Series Communications in Computer and Information Science (CCIS), 2020.
- Wilhelm, Yannick; Reimann, Peter; Gauchel, Wolfgang; Mitschang, Bernhard: Overview on Hybrid Approaches to Fault Detection and Diagnosis: Combining Data-driven, Physics-based and Knowledge-based Models. In: Procedia CIRP: Proceedings of the 14th CIRP Conference on Intelligent Computation in Manufacturing Engineering (CIRP ICME), 2020.
- Hirsch, Vitali; Reimann, Peter; Mitschang, Bernhard: Exploiting Domain Knowledge to Address Multi-Class Imbalance and a Heterogeneous Feature Space in Classification Tasks for Manufacturing Data. In: Balazinska, Magdalena (Hrsg); Zhou, Xiaofang (Hrsg): Proceedings of the 46th International Conference on Very Large Databases (VLDB), 2020.
- Villanueva Zacarias, Alejandro; Ghabri, Rachaa; Reimann, Peter: AD4ML: Axiomatic Design to Specify Machine Learning Solutions for Manufacturing. In: Proceedings of the 21st International Conference on Information Reuse and Integration for Data Science, 2020.
- Dreher, Simon; Reimann, Peter; Gröger, Christoph: Application Fields and Research Gaps of Process Mining in Manufacturing Companies. In: Reussner, R. H. (Hrsg); Koziolek, A (Hrsg); Heinrich, R. (Hrsg): Proceedings of INFORMATIK 2020.
- Kiefer, Cornelia: Quality Indicators for Text Data. In: Meyer, Holger (Hrsg); Ritter, Norbert (Hrsg); Thor, Andreas (Hrsg); Nicklas, Daniela (Hrsg); Heuer, Andreas (Hrsg); Klettke, Meike (Hrsg): 18. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme (DBIS), 4.-8. März 2019, Rostock, Germany, Workshopband.
- Kiefer, Cornelia; Reimann, Peter; Mitschang, Bernhard: A Hybrid Information Extraction Approach Exploiting Structured Data Within a Text Mining Process. In: Grust, Torsten (Hrsg); Naumann, Felix (Hrsg); Böhm, Alexander (Hrsg); Lehner, Wolfgang (Hrsg); Härder, Theo (Hrsg); Rahm, Erhard et al. (Hrsg): 18. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme (DBIS), 4.-8. März 2019, Rostock, Germany, Proceedings.
- Weber, Christian; Hirmer, Pascal; Reimann, Peter; Schwarz, Holger: A New Process Model for the Comprehensive Management of Machine Learning Models. In: Filipe, Joaquim (Hrsg); Smialek, Michal (Hrsg); Brodsky, Alexander (Hrsg); Hammoudi, Slimane (Hrsg): Proceedings of the 21st International Conference on Enterprise Information Systems (ICEIS); Heraklion, Crete, Greece, May 3-5, 2019.
- Spieß, Marco; Reimann, Peter: Angepasstes Item Set Mining zur gezielten Steuerung von Bauteilen in der Serienfertigung von Fahrzeugen. In: Tagungsband der 18. Konferenz Datenbanksysteme für Business, Technologie und Web (BTW 2019).
- Hirsch, Vitali; Reimann, Peter; Mitschang, Bernhard: Data-Driven Fault Diagnosis in End-of-Line Testing of Complex Products. In: Proceedings of the 6th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2019), Washington, D.C., USA.
- Königsberger, Jan; Mitschang, Bernhard: R2SMA - A Middleware Architecture to Access Legacy Enterprise Web Services using Lightweight REST APIs. In: Hammoudi, Slimane (Hrsg); Smialek, Michal (Hrsg); Camp, Olivier (Hrsg); Filipe, Joaquim (Hrsg): Proceedings of the 20th International Conference on Enterprise Information Systems, 2018.
- Hirsch, Vitali; Reimann, Peter; Kirn, Oliver; Mitschang, Bernhard: Analytical Approach to Support Fault Diagnosis and Quality Control in End-Of-Line Testing. In: Proceedings of the 51st CIRP Conference on Manufacturing Systems (CIRP CMS 2018).
- Villanueva Zacarias, Alejandro; Reimann, Peter; Mitschang, Bernhard: A Framework to Guide the Selection and Configuration of Machine-Learning-based Data Analytics Solutions in Manufacturing. In: Proceedings of the 51st CIRP Conference on Manufacturing Systems (CIRP CMS 2018).
- Weber, Christian; Königsberger, Jan; Kassner, Laura; Mitschang, Bernhard: M2DDM – A Maturity Model for Data-Driven Manufacturing. In: Tseng, Mitchell M. (Hrsg); Tsai, Hung-Yin (Hrsg); Wang, Yue (Hrsg): Manufacturing Systems 4.0 – Proceedings of the 50th CIRP Conference on Manufacturing Systems (CIRP CMS); Taichung, Taiwan, May 3-5, 2017.
- Hoos, Eva; Hirmer, Pascal; Mitschang, Bernhard: Context-Aware Decision Information Packages: An Approach to Human-Centric Smart Factories. In: Proceedings of the 21st European Conference on Advances in Databases and Information Systems (ADBIS), 2017.
- Hoos, Eva; Wieland, Matthias; Mitschang, Bernhard: Analysis Method for Conceptual Context Modeling Applied in Production Environments. In: Proceedings of 20th International Conference on Business Information Systems (BIS), 2017.
- Königsberger, Jan; Mitschang, Bernhard: Business Objects plus (BO+): An Approach to Enhance Service Reuse and Integration in Cross-Domain SOA Compounds. In: Zhang, Chengcui (Hrsg); Palanisamy, Balaji (Hrsg); Khan, Latifur (Hrsg); Sedigh Sarvestani, Sahra (Hrsg): Proceedings of the 2017 IEEE International Conference on Information Reuse and Integration.
- Tokola, Henri; Gröger, Christoph; Järvenpää, Eeva; Niemi, Esko: Designing Manufacturing Dashboards on the Basis of a Key Performance Indicator Survey. In: Proceedings of the 49th CIRP Conference on Manufacturing Systems (CIRP CMS), 2016.
- Grochowski, Eva Maria; Hoos, Eva; Waitzinger, Stefan; Spath, Dieter; Mitschang, Bernhard: Web-based collaboration system for interdisciplinary and interorganizational development teams: case study. In: Proceeding of the 23rd International Conference on Production Research, 2015.
Jahrgang 2023
Jahrgang 2022
Jahrgang 2021
Jahrgang 2020
Jahrgang 2019
Jahrgang 2018
Jahrgang 2017
Jahrgang 2016
Jahrgang 2015
Artikel in Tagungsband (Workshopbeitrag)
- Kiefer, Cornelia: Die Gratwanderung zwischen qualitativ hochwertigen und einfach zu erstellenden domänenspezifischen Textanalysen. In: B. Mitschang et al. (Hrsg): GI-Edition Lecture Notes in Informatics Datenbanksysteme für Business, Technologie und Web (BTW 2017) Workshopband.
- Hoos, Eva; Hirmer, Pascal; Mitschang, Bernhard: Improving Problem Resolving on the Shop Floor by Context-Aware Decision Information Packages. In: Franch, Xavier (Hrsg); Ralyté, Jolita (Hrsg): Proceedings of the CAiSE 2017 Forum.
Jahrgang 2017
Beitrag in Buch
- Petrik, Dimitri; Mormul, Mathias; Reimann, Peter; Gröger, Christoph: Anforderungen für Zeitreihendatenbanken im industriellen IoT. In: Meinhardt, Stefan (Hrsg); Wortmann, Felix (Hrsg): IoT – Best Practices, Springer-Verlag, 2021.
- Kassner, Laura; Gröger, Christoph; Königsberger, Jan; Hoos, Eva; Kiefer, Cornelia; Weber, Christian; Silcher, Stefan; Mitschang, Bernhard: The Stuttgart IT Architecture for Manufacturing. In: Hammoudi, Slimane (Hrsg); Maciaszek, Leszek A. (Hrsg); Missikoff, Michele M. (Hrsg); Camp, Olivier (Hrsg); Cordeiro, José (Hrsg): Enterprise Information Systems: 18th International Conference, ICEIS 2016, Rome, Italy, April 25--28, 2016, Revised Selected Papers, Springer International Publishing, 2017.
Jahrgang 2021
Jahrgang 2017
Dissertation
- Kassner, Laura Bernadette: Product Life Cycle Analytics - Analytics auf unstrukturierten Daten für eine intelligentere Fertigung, Dissertation, 2017.