Case-Based Activity Detection from Segmented Internet of Things Data
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Clearly identifiable signatures of DQI failures are often unavailable or lack generalizability.
“The data utilized remain unaltered, real-world datasets, as clearly identifiable signatures of DQI failures (e.g., those discussed by Seiger et al. [66]) are often unavailable or lack generalizability.”
From Case-Based Data Quality Management for IoT Logs: A Case Study Focusing on Detection of Data Quality Issues (2025) · cites this paper as [66]
Cites
The Internet-of-Things Meets Business Process Management. A Manifesto
Janiesch, C., Koschmider, A., Mecella, M., Weber, B., Burattin, A., Di Ciccio, C., Fortino, G., Gal, A., Kannengiesser, U., Leotta, F., et al. (2020) · IEEE Systems Man and Cybernetics Magazine · doi:10.1109/msmc.2020.3003135 · Cited by 177 · cited 2× · see citing works
“Instead Instead, it is necessary to rely on the data produced by the sensors to derive information about the execution of processes and activities in these processes, which can be the basis for more advanced process analysis via process mining [19].”
Schultheis, A., Malburg, L., Grüger, J., Weich, J., Bertrand, Y., Bergmann, R., & Serral Asensio, E. (2024) · Lecture Notes in Computer Science · doi:10.1007/978-3-031-63646-2_16 · Cited by 9 · cited 2× · see citing works
“However, such an abstraction leads to a loss of information, which can be unsuitable for certain use cases [37].”
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Schultheis, A., Bertrand, Y., Grüger, J., Malburg, L., Bergmann, R., & Serral Asensio, E. (2025) · IoT · doi:10.3390/iot6040063 · Cited by 1 · see citing works
Self-citation
- Authors
- Seiger, R., Schultheis, A., & Bergmann, R.
- Affiliations
- University of St.Gallen (CH)
- German Research Centre for Artificial Intelligence (DE)
- Corresponding author
- Seiger, Ronny
- Venue
- Lecture Notes in Computer Science
- Publisher
- Springer Nature Switzerland
- Published
- 2025
- Pages
- 438-453
- ISSN
- 0302-9743 (ISSN-L)
- 1611-3349
- OpenAlex
- W4411763451
- Cited by
- 2
- References
- 2
- Citations by year
- 2026: 1 · 2025: 1
- FWCI
- 4.25
- Type
- conference paper
- Language
- en
- Open access
- closed
- Licence
- Locations
- Lecture notes in computer science (publishedVersion)
- Alexandria (UniSG) (University of St.Gallen) (submittedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Management Information Systems › Business Process Modeling and Analysis
- Physical Sciences › Computer Science › Artificial Intelligence › AI-based Problem Solving and Planning
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Context-Aware Activity Recognition Systems
- Keywords
- activity detection, Internet of Things, event abstraction, business process monitoring, smart factory, time series classification, dataflow architecture
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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