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Dr.-Ing. Frank Krüger

Phone:0381 / 498-7339
Fax:0381 / 498-7302
Room:W: 8.205
E-Mail:frank.krueger2(at)uni-rostock.de
Frank Krüger

Personal Data

Postdoctoral Researcher for Research Data Management in CRC ELAINE
Research Group Signal Theory and Digital Signal Processing

Curriculum Vitae

  • 2000 - 2006 Diploma in Computer Science, University of Rostock, Rostock
  • 2006 - 2009 Software Developer, FORTecH Software, Rostock
  • 2009 - 2016 Researcher for Model Based Activity Recognition, MMIS
  • 2016 PhD in Computer Science, University of Rostock, Rostock
  • 2016 - 2017 Postdoctoral Researcher for Sensor Data based Behaviour Analysis, MMIS, University of Rostock, Rostock
  • since 2017 Postdoctoral Researcher for Research Data Management in CRC ELAINE, University of Rostock, Rostock

Research Interests

  • Research Data Management
  • Data Mining and Analysis
  • Artificial Intelligence
  • Assistive Technologies
  • Ubiquitous Computing

Publications

Articles:

1. Teipel, S.; Heine, C.; Hein, A.; Krüger, F.; Kutschke, A.; Kernebeck, S.; Halek, M.; Bader, S.; Kirste, T.:
Feasibility of a multidimensional assessment of challenging behavior in advanced stages of dementia in the naturalistic environment of nursing homes - the insideDEM framework. In: Alzheimer's & Dementia, Diagnosis, Assessment & Disease Monitoring, vol. 8 (2017), pp. 36-44
DOI: 10.1016/j.dadm.2017.03.006
BibTeX
2. Yue, S.; Yordanova, K.; Krüger, F.; Kirste, T.; Zha, Y.:
A Decentralized Partially Observable Decision Model for Recognizing the Multiagent Goal in Simulation Systems. In: Discrete Dynamics in Nature and Society, vol. 2016 (2016), pp. 1-15
DOI: 10.1155/2016/5323121
Article ID 5323121
BibTeX
3. Nyolt, M.; Krüger, F.; Yordanova, K.; Hein, A.; Kirste, T.:
Marginal filtering in large state spaces. In: International Journal of Approximate Reasoning, vol. 61 (6/2015), pp. 16-32
DOI: 10.1016/j.ijar.2015.04.003
BibTeX
4. Krüger, F.; Nyolt, M.; Yordanova, K.; Hein, A.; Kirste, T.:
Computational State Space Models for Activity and Intention Recognition. A Feasibility Study. In: PLOS ONE, vol. 9, no. 11 (11/2014), p. e109381
DOI: 10.1371/journal.pone.0109381
BibTeX
5. Krüger, F.; Yordanova, K.; Burghardt, C.; Kirste, T.:
Towards Creating Assistive Software by Employing Human Behavior Models. In: Journal of Ambient Intelligence and Smart Environments, vol. 4, no. 3 (5/2012), pp. 209-226
DOI: 10.3233/AIS-2012-0148
BibTeX
6. Krüger, F.; Ruscher, G.; Bader, S.; Kirste, T.:
A Context-Aware proactive Controller for Smart Environments (Extended Version). In: I-COM, vol. 10, no. 1 (4/2011), pp. 41-48
DOI: 10.1524/icom.2011.0007
BibTeX

Contributions to Collections:

7. Hein, A.; Krüger, F.; Yordanova, K.; Kirste, T.:
Towards causally correct annotation for activity recognition. WOAR 2014: Workshop on Sensor-based Activity Recognition. pp. 31-38, Stuttgart, Fraunhofer-Verlag, 2014
ISBN: 978-3-8396-0792-3
BibTeX

Contributions to Proceedings:

8. Krüger, F.; Bader, S.; Hein, A.; Kirste, T.:
A Virtual Research Environment to Support Remote Behaviour Monitoring from Data Collection to Analysis. Proceedings of the 1st Workshop on Data mining for Aging, Rehabilitation and Independent Assisted Living (ARIAL) @ICDM, New Orleans, USA, 2017, accepted
BibTeX
9. Schröder, M.; Lüdtke, S.; Bader, S.; Krüger, F.; Kirste, T.:
LiMa: Sequential Lifted Marginal Filtering on Multiset State Descriptions. Proceedings of the 40th German Conference on Artificial Intelligence (KI), Dortmund, 2017, accepted
BibTeX
10. Lüdtke, S.; Schröder, M.; Krüger, F.; Kirste, T.:
Where are my colleagues? Tracking and Counting Multiple Persons using Lifted Marginal Filtering. Proceedings of the 4th international Workshop on Sensor-based Activity Recognition and Interaction (IWoar), Rostock, 2017, accepted
BibTeX
11. Schröder, M.; Lüdtke, S.; Bader, S.; Krüger, F.; Kirste, T.:
Sequential Lifted Bayesian Filtering in Multiset Rewriting Systems. 7th International Workshop on Statistical Relational AI (StarAI 2017), Sydney, Australia, 2017
BibTeX
12. Henf, J.; Krüger, F.; Hein, A.; Halek, M.; Heine, C.; Bader, S.; Kirste, T.; Teipel, S.:
Using Video Annotation to Detect Challenging Behaviors in People in Advanced Stages of Dementia - the InsideDEM Study. Poster at the Alzheimer's Association International Conference, London, England, 2017
BibTeX
13. Hein, A.; Krüger, F.; Bader, S.; Eschholz, P.; Kirste, T.:
Challenges of Collecting Empirical Sensor Data from People with Dementia in a Field Study. IEEE International Conference on Pervasive Computing and Communications WIP Proceedings, 2017
BibTeX
14. Krüger, F.; Heine, C.; Bader, S.; Hein, A.; Teipel, S.; Kirste, T.:
On the Applicability of Clinical Observation Tools for Human Activity Annotation. Proceedings of the 1st International Workshop on Annotation of useR Data for UbiquitOUs Systems (ARDUOUS'17), Kona, Hawaii, USA, 2017
BibTeX
15. Lüdtke, S.; Hein, A.; Krüger, F.; Bader, S.; Kirste, T.:
Actigraphic Sleep Detection for Real-World Data of Healthy Young Adults and People with Alzheimer's Disease. Proceedings of BIOSIGNALS 2017, Porto, Portugal, 2017
BibTeX
16. Schröder, M.; Lüdtke, S.; Bader, S.; Krüger, F.; Kirste, T.:
Abstracting from Observation-equivalent Entities in Human Behavior Modeling. AAAI Workshop: Plan, Activity, and Intent Recognition, 2017
BibTeX
17. Loseries, W.; Reinholz, H.; Kirste, T.; Krüger, F.; Schennigcke, B.; Sucharowski, W.; von Oeynhausen, V.:
Von der Lernumgebung zum forschungsbasierten Lehr-Lern-Prozess. GDCP-Jahrestagung, Zürich, 2016
BibTeX
18. Bader, S.; Krüger, F.; Hein, A.; Yordanova, K.; Kirste, T.:
Automatische Erkennung herausfordernden Verhaltens von Menschen mit Demenz und Identifikation von Interventionsstrategien. Zukunft Lebensräume - Gesundheit, Selbstständigkeit und Komfort im demografischen Wandel; Konzepte und Technologien für die Wohnungs-, Immobilien-, Gesundheits- und Pflegewirtschaft, Frankfurt am Main, 2016
BibTeX
19. Schröder, M.; Bader, S.; Krüger, F.; Kirste, T.:
Reconstruction of Everyday Life Behaviour based on Noisy Sensor Data. Proceedings of the 8th International Conference on Agents and Artificial Intelligence, pp. 430-437, Rome, Italy, 2016
DOI: 10.5220/0005756804300437
BibTeX
20. Heine, C.; Koldrack, P.; Yordanova, K.; Bader, S.; Krüger, F.; Hein, A.; Kernebeck, S.; Halek, M.; Kirste, T.; Teipel, S.:
Erfassung von herausforderndem Verhalten von Menschen mit Demenz in einem Seniorenheim als Grundlage zur Entwicklung einer technisch unterstützten Diagnose- und Entscheidungshilfe für pflegende Angehörige., Berlin, 2016
BibTeX
21. Röhlig, M.; Luboschik, M.; Krüger, F.; Kirste, T.; Schumann, H.; Bögl, M.; Alsallakh, B.; Miksch, S.:
Supporting Activity Recognition by Visual Analytics. IEEE Conference on Visual Analytics Science and Technology (VAST), pp. 41-48, Chicago, Illinois, USA, 2015
BibTeX
22. Bader, S.; Krüger, F.; Kirste, T.:
Computational Causal Behaviour Models for Assisted Manufacturing. Proc. of 2nd International Workshop on Sensor-based Activity Recognition and Interaction (IWOAR'15), Rostock, Germany, 2015
ISBN: 978-1-4503-3454-9, DOI: 10.1145/2790044.2790058
BibTeX
23. Koldrack, P.; Henkel, R.; Krüger, F.; Teipel, S.; Kirste, T.:
Supporting Situation Awareness of Dementia Patients in Outdoor Environments. 9th International Conference on Pervasive Computing Technologies for Healthcare, pp. 245-248, Istanbul, Turkey, 2015
ISBN: 978-1-63190-045-7, DOI: 10.4108/icst.pervasivehealth.2015.259288
BibTeX
24. Krüger, F.; Kasparick, M.; Mundt, T.; Kirste, T.:
Where are my colleagues and why? Tracking multiple persons in indoor environments. Proceedings of the 10th International Conference on Intelligent Environments, Shanghai, China, 2014
DOI: 10.1109/IE.2014.35
BibTeX
25. Aehnelt, M.; Bader, S.; Ruscher, G.; Krüger, F.; Urban, B.; Kirste, T.:
Situation Aware Interaction with Multi-modal Business Applications in Smart Environments. Proceedings of the 15th International Conference on Human-Computer Interaction (HCII 2013), pp. 413-422, Las Vegas, NV, USA, 2013
ISBN: 978-3-642-39225-2, DOI: 10.1007/978-3-642-39226-9_45
downloadBibTeX
26. Krüger, F.; Yordanova, K.; Hein, A.; Kirste, T.:
Plan Synthesis for Probabilistic Activity Recognition. Proceedings of the 5th International Conference on Agents and Artificial Intelligence (ICAART 2013), pp. 283-288, Barcelona, Spain, 2013
DOI: 10.5220/0004256002830288
BibTeX
27. Steiniger, A.; Krüger, F.; Uhrmacher, A.:
Modeling Agents and their Environment in Multi-Level-DEVS. Proc. of the 2012 Winter Simulation Conference, pp. 233:1-12, Berlin, Germany, 2012
BibTeX
28. Krüger, F.; Yordanova, K.; Kirste, T.:
Tool Support for Probabilistic Intention Recognition using Plan Synthesis. Proceedings of the 3rd international joint conference on Ambient Intelligence, pp. 439-444, Pisa, Italy, 2012
DOI: 10.1007/978-3-642-34898-3_40
BibTeX
29. Mundt, T.; Krüger, F.; Wollenberg, T.:
Who refuses to wash hands? Privacy issues in modern house installation networks. Proceedings of the 7th international Conference on Broadband and Wireless Computing, Communication and Applications, pp. 271-277, Victoria, Canada, 2012
BibTeX
30. Yordanova, K.; Krüger, F.; Kirste, T.:
Strategies for Modelling Human Behaviour for Activity Recognition with Precondition-Effect Rules. Proceedings of the 35th German Conference on Artificial Intelligence, pp. 257-261, Saarbrücken, Germany, 2012
BibTeX
31. Yordanova, K.; Krüger, F.; Kirste, T.:
Tool Support for Activity Recognition with Computational Causal Behaviour Models. Proceedings of the 35th German Conference on Artificial Intelligence, pp. 561-573, Saarbrücken, Germany, 2012
downloadBibTeX
32. Krüger, F.; Steiniger, A.; Bader, S.; Kirste, T.:
Evaluating the Robustness of Activity Recognition using Computational Causal Behavior Models. Proceedings of the International Workshop on Situation, Activity and Goal Awareness held at Ubicomp 2012, pp. 1066-1074, Pittsburgh, PA, USA, 2012
DOI: 10.1145/2370216.2370443
BibTeX
33. Krüger, F.; Yordanova, K.; Köppen, V.; Kirste, T.:
Towards Tool Support for Computational Causal Behavior Models for Activity Recognition. Proceedings of the 1st Workshop: "Situation-Aware Assistant Systems Engineering: Requirements, Methods, and Challenges" (SeASE 2012) held at Informatik 2012, pp. 561-572, Braunschweig, Germany, 2012
BibTeX
34. Yordanova, K.; Krüger, F.; Kirste, T.:
Context Aware Approach for Activity Recognition Based-on Precondition-Effect Rules. 9th IEEE Workshop on Context Modeling and Reasoning (CoMoRea'12) at the 10th IEEE International Conference on Pervasive Computing and Communication (PerCom'12, pp. 602-607, Lugano, Switzerland, 2012
downloadBibTeX
35. Krüger, F.; Kirste, T.:
Synthesizing Sequential Bayesian Filters for Plan and Activity Recognition from extended Precondition-Effect Rules. Adjunct proceedings of the 2nd international joint conference on Ambient Intelligence, pp. 1-2, Amsterdam, Netherlands, 2011
BibTeX
36. Krüger, F.; Ruscher, G.; Bader, S.; Kirste, T.:
A Context-Aware proactive Controller for Smart Environments. Proceedings of the 2nd Workshop on Semantic Models for Adaptive Interactive Systems (SEMAIS 2011), Palo Alto, CA, USA, 2011
BibTeX
37. Ruscher, G.; Krüger, F.; Bader, S.; Kirste, T.:
Controlling Smart Environments using a Brain Computer Interface. Proceedings of the 2nd Workshop on Semantic Models for Adaptive Interactive Systems (SEMAIS 2011), Palo Alto, CA, USA, 2011
BibTeX
38. Krüger, F.; Kirste, T.:
A bayesian filter framework for dual use. 3rd International Conference of the ERCIM WG on Computing & Statistics (ERCIM'10), pp. 283-283, London, England, 2010
BibTeX

PhD thesis:

39. Krüger, F.:
Activity, Context and Intention Recognition with Computational Causal Behavior Models. Universität Rostock, 2016
BibTeX

Technical Reports:

40. Kirste, T.; Krüger, F.:
CCBM - A tool for activity recognition using Computational Causal Behavior Models. Universität Rostock, 2012
BibTeX

Miscellaneous:

41. Schröder, M.; Lüdtke, S.; Bader, S.; Krüger, F.; Kirste, T.:
An Office Scenario Dataset for Benchmarking Observation-equivalent Entities, University Library, University of Rostock, 12/2016
downloadBibTeX
42. Kasparick, M.; Krüger, F.:
Probabilistic action selection - Tracking multiple persons in indoor environments, University Library, University of Rostock, 8/2015
downloadBibTeX
43. Krüger, F.; Hein, A.; Yordanova, K.; Kirste, T.:
Recognising the Actions during Cooking Task (Cooking Task Dataset), University Library, University of Rostock, 2015
downloadBibTeX

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Fax:   0381 / 498-7302
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E-Mail:   nt-sekretariat.et(at)uni-rostock.de

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