Nachfolgend finden Sie eine Übersicht sämtlicher Publikationen der Professur. Eine ergänzte Sicht (z. B. um Projekte) finden Sie im Forschungsportal der Universität Leipzig Leuris.
2023
- Feuerriegel S., Hartmann J., Janiesch C., Zschech P.:
Generative AI
In: Business & Information Systems Engineering (2023)
ISSN: 1867-0202
DOI: 10.1007/s12599-023-00834-7 - Kraus M., Tschernutter D., Weinzierl S., Zschech P.:
Interpretable generalized additive neural networks
In: European Journal of Operational Research (2023)
ISSN: 0377-2217
DOI: 10.1016/j.ejor.2023.06.032 - Schoormann T., Strobel G., Möller F., Petrik D., Zschech P.:
Artificial Intelligence for Sustainability—A Systematic Review of Information Systems Literature
In: Communications of the Association for Information Systems 52 (2023), Article No.: 8
ISSN: 1529-3181
DOI: 10.17705/1cais.05209
URL: https://aisel.aisnet.org/cais/vol52/iss1/8/ - Zipfel J., Verworner F., Fischer M., Wieland U., Kraus M., Zschech P.:
Anomaly detection for industrial quality assurance: A comparative evaluation of unsupervised deep learning models
In: Computers & Industrial Engineering 177 (2023), Article No.: 109045
ISSN: 0360-8352
DOI: 10.1016/j.cie.2023.109045
2022
- Sager C., Zschech P., Kühl N.:
labelCloud: A Lightweight Labeling Tool for Domain-Agnostic 3D Object Detection in Point Clouds
In: Computer-Aided Design and Applications 19 (2022), p. 1191-1206
ISSN: 1686-4360
DOI: 10.14733/cadaps.2022.1191-1206
URL: http://cad-journal.net/files/vol_19/CAD_19(6)_2022_1191-1206.pdf - Siebers P., Janiesch C., Zschech P.:
A Survey of Text Representation Methods and Their Genealogy
In: IEEE Access 10 (2022), p. 96492-96513
ISSN: 2169-3536
DOI: 10.1109/ACCESS.2022.3205719 - Zschech P.:
Beyond descriptive taxonomies in data analytics: a systematic evaluation approach for data-driven method pipelines
In: Information Systems and E-Business Management (2022)
ISSN: 1617-9846
DOI: 10.1007/s10257-022-00577-0 - Zschech P.:
Beyond descriptive taxonomies in data analytics: a systematic evaluation approach for data-driven method pipelines
In: Information Systems and E-Business Management (2022)
ISSN: 1617-9846
DOI: 10.1007/s10257-022-00577-0
2021
- Heinrich K., Zschech P., Janiesch C., Bonin M.:
Process Data Properties Matter: Introducing Gated Convolutional Neural Networks (GCNN) and Key-Value-Predict Attention Networks (KVP) for Next Event Prediction with Deep Learning
In: Decision Support Systems (2021), p. 113494
ISSN: 0167-9236
DOI: 10.1016/j.dss.2021.113494
URL: https://www.sciencedirect.com/science/article/pii/S016792362100004X?via=ihub - Janiesch C., Zschech P., Heinrich K.:
Machine Learning and Deep Learning
In: Electronic Markets 31 (2021), p. 685–695
ISSN: 1019-6781
DOI: 10.1007/s12525-021-00475-2
URL: https://link.springer.com/article/10.1007/s12525-021-00475-2 - Sager C., Janiesch C., Zschech P.:
A Survey of Image Labelling for Computer Vision Applications
In: Journal of Business Analytics 4 (2021), p. 91-110
ISSN: 2573-234X
DOI: 10.1080/2573234X.2021.1908861 - Zschech P., Sager C., Siebers P., Pertermann M.:
Mit Computer Vision zur automatisierten Qualitätssicherung in der industriellen Fertigung: Eine Fallstudie zur Klassifizierung von Fehlern in Solarzellen mittels Elektrolumineszenz-Bildern
In: HMD : Praxis der Wirtschaftsinformatik (2021), p. 321–342
ISSN: 1436-3011
DOI: 10.1365/s40702-020-00641-8
URL: https://link.springer.com/article/10.1365/s40702-020-00641-8
2020
- Zschech P., Horn R., Hoeschele D., Janiesch C., Heinrich K.:
Intelligent User Assistance for Automated Data Mining Method Selection
In: Business & Information Systems Engineering 62 (2020), p. 227-247
ISSN: 1867-0202
DOI: 10.1007/s12599-020-00642-3
URL: https://link.springer.com/article/10.1007/s12599-020-00642-3
2019
- Heinrich K., Zschech P., Möller B., Breithaupt L., Maresch J.:
Objekterkennung im Weinanbau – Eine Fallstudie zur Unterstützung von Winzertätigkeiten mithilfe von Deep Learning
In: HMD : Praxis der Wirtschaftsinformatik 56 (2019), p. 964-985
ISSN: 1436-3011
DOI: 10.1365/s40702-019-00514-9
URL: https://link.springer.com/article/10.1365/s40702-019-00514-9 - Zschech P., Heinrich K., Bink R., Neufeld JS.:
Prognostic Model Development with Missing Labels: A Condition-Based Maintenance Approach Using Machine Learning
In: Business & Information Systems Engineering 61 (2019), p. 327-343
ISSN: 1867-0202
DOI: 10.1007/s12599-019-00596-1
URL: https://link.springer.com/article/10.1007/s12599-019-00596-1
2018
- Bink R., Zschech P.:
Predictive Maintenance in der industriellen Praxis: Entwicklung eines Prognoseansatzes unter eingeschränkter Informationslage
In: HMD : Praxis der Wirtschaftsinformatik 55 (2018), p. 552-565
ISSN: 1436-3011
DOI: 10.1365/s40702-017-0378-2
URL: https://link.springer.com/article/10.1365/s40702-017-0378-2 - Zschech P., Fleißner V., Baumgärtel N., Hilbert A.:
Data Science Skills and Enabling Enterprise Systems: Eine Erhebung von Kompetenzanforderungen und Weiterbildungsangeboten
In: HMD : Praxis der Wirtschaftsinformatik 55 (2018), p. 163-181
ISSN: 1436-3011
DOI: 10.1365/s40702-017-0376-4
URL: https://link.springer.com/article/10.1365/s40702-017-0376-4
2017
- Zschech P., Pfitzner M., Hilbert A.:
Vom Controller zum Prozessanalysten
In: Controlling & Management Review 61 (2017), p. 24-33
ISSN: 2195-8262
DOI: 10.1007/s12176-017-0031-5
2016
- Hilbert A., Zschech P.:
Process Analytics
In: Das Wirtschaftsstudium 45 (2016), p. 942 - 948
ISSN: 0340-3084 - Schumann C., Zschech P., Hilbert A.:
Das aufstrebende Berufsbild des Data Scientist: Vom Kompetenzwirrwarr zu spezifischen Anforderungsprofilen
In: HMD : Praxis der Wirtschaftsinformatik 53 (2016), p. 453-466
ISSN: 1436-3011
DOI: 10.1365/s40702-016-0214-0
URL: https://link.springer.com/article/10.1365/s40702-016-0214-0
2023
- Zilker S., Weinzierl S., Zschech P., Kraus M., Matzner M.:
Best of both worlds: Combining predictive power with interpretable and explainable results for patient pathway prediction
European Conference on Information Systems (Kristiansand, 13. June 2023 - 16. June 2023)
In: Proceedings of the 31st European Conference on Information Systems 2023
2022
- Graf J., Lancho G., Zschech P., Heinrich K.:
Where Was COVID-19 First Discovered? Designing a Question-Answering System for Pandemic Situations
European Conference on Information Systems (Timisoara, 18. June 2022 - 24. June 2022)
In: Proceedings of the 30th European Conference on Information Systems 2022
URL: https://aisel.aisnet.org/ecis2022_rp/104/ - Harl M., Herchenbach M., Kruschel S., Hambauer N., Zschech P., Kraus M.:
A Light in the Dark: Deep Learning Practices for Industrial Computer Vision
In: Proceedings of the 17th International Conference on Wirtschaftsinformatik (WI) 2022
Open Access: https://aisel.aisnet.org/wi2022/student_track/student_track/33/
URL: https://aisel.aisnet.org/wi2022/student_track/student_track/33/ - Zschech P., Weinzierl S., Hambauer N., Zilker S., Kraus M.:
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints
European Conference on Information Systems (Timisoara, 5. July 2022 - 9. July 2022)
In: Proceedings of the 30th European Conference on Information Systems 2022
2021
- Petrik D., Pantow K., Zschech P., Herzwurm G.:
Tweeting in IIoT Ecosystems – Empirical Insights from Social Media Analytics about IIoT Platforms
16th International Conference on Wirtschaftsinformatik (WI) (Duisburg-Essen, 9. March 2021 - 11. March 2021)
In: Ahlemann F., Schütte R., Stieglitz S. (ed.): Proceedings of the 16th International Conference on Wirtschaftsinformatik (WI)2021
DOI: 10.1007/978-3-030-86800-0_32
URL: https://aisel.aisnet.org/wi2021/GFuture18/Track18/3/ - Sager C., Zschech P., Kühl N.:
labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point Clouds
International CAD Conference (Barcelona, 5. July 2021 - 7. July 2021)
In: Proceedings of CAD’21 2021
DOI: 10.14733/cadconfP.2021.319-323 - Zschech P., Walk J., Heinrich K., Vössing M., Kühl N.:
A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems
29th European Conference on Information Systems (ECIS) (Virtual Conference, 14. June 2021 - 16. June 2021)
In: Proceedings of the 29th European Conference on Information Systems (ECIS) 2021
URL: https://aisel.aisnet.org/ecis2021_rp/127/
2020
- Friederich J., Zschech P.:
Review and Systematization of Solutions for 3D Object Detection
15th International Conference on Wirtschaftsinformatik (WI) (Potsdam, 8. March 2020 - 11. March 2020)
In: Gronau N, Heine M, Krasnova H, Pousttchi K (ed.): Proceedings of the 15th International Conference on Wirtschaftsinformatik, Berlin: 2020
DOI: 10.30844/wi_2020_r2-friedrich
URL: https://library.gito.de/oa_wi2020-r2.html - Heinrich K., Graf J., Chen J., Laurisch J., Zschech P.:
Fool Me Once, Shame On You, Fool Me Twice, Shame On Me: A Taxonomy of Attack and Defense Patterns for AI Security
28th European Conference on Information Systems (ECIS) (Virtual Conference, 15. June 2020 - 17. June 2020)
In: Association for Information Systems (ed.): Proceedings of the 28th European Conference on Information Systems 2020
URL: https://aisel.aisnet.org/ecis2020_rp/166/ - Heinrich K., Zschech P., Janiesch C., Bonin M.:
Ein Vergleich aktueller Deep-Learning-Architekturen zur Prognose von Prozessverhalten
15th International Conference on Wirtschaftsinformatik (WI) (Potsdam, 8. March 2020 - 11. March 2020)
In: Gronau N, Heine M, Krasnova H, Pousttchi K (ed.): Proceedings of the 15th International Conference on Wirtschaftsinformatik, Berlin: 2020
DOI: 10.30844/wi_2020_i1-heinrich
URL: https://library.gito.de/oa_wi2020-i1.html - Wanner J., Heinrich K., Janiesch C., Zschech P.:
How Much AI Do You Require? Decision Factors for Adopting AI Technology
41st International Conference on Information Systems (ICIS) (Virtual Conference, 13. December 2020 - 16. December 2020)
In: Association for Information Systems (ed.): Proceedings of the 41st International Conference on Information Systems 2020
URL: https://aisel.aisnet.org/icis2020/implement_adopt/implement_adopt/10/ - Wanner J., Herm LV., Heinrich K., Janiesch C., Zschech P.:
White, Grey, Black: Effects of XAI Augmentation on the Confidence in AI-based Decision Support Systems
40th International Conference on Information Systems (ICIS) (Virtual Conference, 13. December 2020 - 16. December 2020)
In: Association for Information Systems (ed.): Proceedings of the 40th International Conference on Information Systems 2020
URL: https://aisel.aisnet.org/icis2020/hci_artintel/hci_artintel/14/
2019
- Heinrich K., Möller B., Janiesch C., Zschech P.:
Is Bigger Always Better? Lessons Learnt from the Evolution of Deep Learning Architectures for Image Classification
Pre-ICIS SIGDSA Symposium (Munich, 14. December 2019 - 15. December 2019)
In: Proceedings of the Pre-ICIS SIGDSA Symposium 2019
URL: https://aisel.aisnet.org/sigdsa2019/20/ - Heinrich K., Roth A., Zschech P.:
Everything Counts: A Taxonomy of Deep Learning Approaches for Object Counting
27th European Conference on Information Systems (ECIS) (Stockholm & Uppsala, 8. June 2019 - 14. June 2019)
In: Proceedings of the 27th European Conference on Information Systems 2019
URL: https://aisel.aisnet.org/ecis2019_rp/63/ - Heinrich K., Zschech P., Skouti T., Griebenow J., Riechert S.:
Demystifying the Black Box: A Classification Scheme for Interpretation and Visualization of Deep Intelligent Systems
25th Americas Conference on Information Systems (AMCIS) (Cancún, 15. August 2019 - 17. August 2019)
In: Proceedings of the 25th Americas Conference on Information Systems 2019
URL: https://aisel.aisnet.org/amcis2019/ai_semantic_for_intelligent_info_systems/ai_semantic_for_intelligent_info_systems/8/ - Horn R., Zschech P.:
Application of Process Mining Techniques to Support Maintenance-Related Objectives
14th International Conference on Wirtschaftsinformatik (WI) (Siegen, 23. February 2019 - 27. February 2019)
In: Ludwig T, Pipek V (ed.): Proceedings of the 14th International Conference on Wirtschaftsinformatik, Siegen: 2019
DOI: 10.25819/ubsi/1016
URL: https://aisel.aisnet.org/wi2019/specialtrack01/papers/6/ - Zschech P., Bernien J., Heinrich K.:
Towards a Taxonomic Benchmarking Framework for Predictive Maintenance: The Case of NASA’s Turbofan Degradation
40th International Conference on Information Systems (ICIS) (München, 15. December 2019 - 18. December 2019)
In: Proceedings of the 40th International Conference on Information Systems 2019
URL: https://aisel.aisnet.org/icis2019/data_science/data_science/4/ - Zschech P., Heinrich K., Horn R., Hoeschele D.:
Towards a Text-based Recommender System for Data Mining Method Selection
25th Americas Conference on Information Systems (AMCIS) (Cancún, 15. August 2019 - 17. August 2019)
In: Proceedings of the 25th Americas Conference on Information Systems 2019
URL: https://aisel.aisnet.org/amcis2019/ai_semantic_for_intelligent_info_systems/ai_semantic_for_intelligent_info_systems/4/
2018
- Könning M., Heinrich K., Zschech P., Leyh C.:
Analyzing Influences on Pivotal ITO Contract Features: A Quantitative Multi-Study Design with Evidence from Western Europe
24th Americas Conference on Information Systems (AMCIS) (New Orleans, 16. August 2018 - 18. August 2018)
In: Proceedings of the 24th Americas Conference on Information Systems 2018
URL: https://aisel.aisnet.org/amcis2018/OrgTrasfm/Presentations/17/ - Stefani K., Zschech P.:
Constituent Elements for Prescriptive Analytics Systems
26th European Conference on Information Systems (ECIS) (Portsmouth, 23. June 2018 - 28. June 2018)
In: Proceedings of the 26th European Conference on Information Systems 2018
URL: https://aisel.aisnet.org/ecis2018_rp/39/ - Zschech P.:
A Taxonomy of Recurring Data Analysis Problems in Maintenance Analytics
26th European Conference on Information Systems (ECIS) (Portsmouth, 23. June 2018 - 28. June 2018)
In: Proceedings of the 26th European Conference on Information Systems 2018
URL: https://aisel.aisnet.org/ecis2018_rp/197/
2017
- Zschech P., Heinrich K., Pfitzner M., Hilbert A.:
Are You Up for the Challenge? Towards the Development of a Big Data Capability Assessment Model
25th European Conference on Information Systems (ECIS) (Guimarães, 5. June 2017 - 10. June 2017)
In: Proceedings of the 25th European Conference on Information Systems 2017
URL: https://aisel.aisnet.org/ecis2017_rip/14/
2014
- Kruse P., Kummer C., Zschech P.:
Existieren Wissensmanagement-Schulen? Eine Clusteranalyse von Wissensmanagement-Beiträgen aus den letzten 10 Jahren
17. Workshop Gemeinschaften in Neuen Medien: Virtual Enterprises, Research Communities and Social Media Networks - Online Communities: Technologies and Analyses for Networks in Industry, Research and Education, (GeNeMe) (Dresden, 1. October 2014- 2. October 2014)
Open Access: https://nbn-resolving.org/urn:nbn:de:bsz:14-qucosa-154012
URL: https://nbn-resolving.org/urn:nbn:de:bsz:14-qucosa-154012
2021
- Zschech P., Heinrich K., Möller B., Breithaupt L., Maresch J., Roth A.:
Deep Learning in der Landwirtschaft – Analyse eines Weinbergs
In: D'Onofrio S., Meier A. (ed.): Big Data Analytics, 2021, p. 169-194
ISBN: 9783658322359
DOI: 10.1007/978-3-658-32236-6_8
URL: https://link.springer.com/chapter/10.1007/978-3-658-32236-6_8
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