DI Dr.
Andrea Salfinger
Room: S30420
Tel.: +43 732 2468 4679
  • Publications
  • Projects

    2020

  1. Andrea Salfinger. Reinforcement Learning Meets Cognitive Situation Management: A Review of Recent Learning Approaches from the Cognitive Situation Management Perspective. 2020 IEEE Conference on Cognitive and Computational Aspects of Situation Management (CogSIMA). Canada. May, 2020. PDF BibTeX
    @inproceedings{Salf2005:Reinforcement,
       title = {Reinforcement Learning Meets Cognitive Situation Management: A Review of Recent Learning Approaches from the Cognitive Situation Management Perspective},
       author = {Andrea Salfinger},
       year = {2020},
       booktitle = {2020 IEEE Conference on Cognitive and Computational Aspects of Situation Management (CogSIMA). Canada},
       month = {05}
    }
  2. Salfinger, Andrea. Deep Learning for Cognitive Load Monitoring: A Comparative Evaluation. Adjunct Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers. New York, NY, USA,UbiComp-ISWC '20, pages: 462–467. Association for Computing Machinery, 2020. PDF BibTeX
    @inproceedings{10.1145/3410530.3414433,
       title = {Deep Learning for Cognitive Load Monitoring: A Comparative Evaluation},
       author = {Salfinger, Andrea},
       year = {2020},
       publisher = {Association for Computing Machinery},
       booktitle = {Adjunct Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers},
       pages = {462–467},
       series = {UbiComp-ISWC '20},
       address = {New York, NY, USA},
       isbn = {9781450380768}
    }
  3. Andrea Salfinger, Lauro Snidaro. Towards Neural Situation Evolution Modeling: Learning a Distributed Representation for Predicting Complex Event Sequences. 2020 IEEE 23rd International Conference on Information Fusion (FUSION). pages: 1-8. 2020. PDF BibTeX
    @inproceedings{ieee-9190165,
       title = {Towards Neural Situation Evolution Modeling: Learning a Distributed Representation for Predicting Complex Event Sequences},
       author = {Andrea {Salfinger} and Lauro {Snidaro}},
       year = {2020},
       booktitle = {2020 IEEE 23rd International Conference on Information Fusion (FUSION)},
       pages = {1-8}
    }
  4. 2019

  5. Salfinger, Andrea. Framing Situation Prediction as a Sequence Prediction Problem: A Situation Evolution Model Based on Continuous-Time Markov Chains. 22nd International Conference on Information Fusion (FUSION). July, 2019. PDF BibTeX
    @inproceedings{DBLP:conf/inffus19/Salfinger_fusion19,
       title = {Framing Situation Prediction as a Sequence Prediction Problem: A Situation Evolution Model Based on Continuous-Time Markov Chains},
       author = {Salfinger, Andrea},
       year = {2019},
       booktitle = {22nd International Conference on Information Fusion (FUSION)},
       month = {07}
    }
  6. Andrea Salfinger. Situation Mining: Event Pattern Mining for Situation Model Induction. IEEE Conference on Cognitive and Computational Aspects of Situation Management, CogSIMA 2019, Las Vegas, NV, USA, April 8-11, 2019. pages: 17--25. April, 2019. PDF BibTeX
    @inproceedings{DBLP:conf/cogsima/Salfinger19,
       title = {Situation Mining: Event Pattern Mining for Situation Model Induction},
       author = {Andrea Salfinger},
       year = {2019},
       booktitle = {{IEEE} Conference on Cognitive and Computational Aspects of Situation Management, CogSIMA 2019, Las Vegas, NV, USA, April 8-11, 2019},
       pages = {17--25},
       month = {04}
    }
  7. 2016

  8. Girtelschmid, Sylva, Salfinger, Andrea, Pröll, Birgit, Retschitzegger, Werner, Schwinger, Wieland. Near Real-time Detection of Crisis Situations. 39th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO). June, 2016. PDF BibTeX
    @inproceedings{Girtelschmid.2016,
       title = {Near Real-time Detection of Crisis Situations},
       author = {Girtelschmid, Sylva and Salfinger, Andrea and Pr{\"o}ll, Birgit and Retschitzegger, Werner and Schwinger, Wieland},
       year = {2016},
       booktitle = {39th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)},
       month = {06}
    }
  9. Salfinger, Andrea, Salfinger, Caroline, Pröll, Birgit, Retschitzegger, Werner, Schwinger, Wieland. Pinpointing the Eye of the Hurricane - Creating a Gold-Standard Corpus for Situative Geo-Coding of Crisis Tweets Based on Linked Open Data. Proceedings of the LREC 2016 Workshop "LDL 2016 – 5th Workshop on Linked Data in Linguistics: Managing, Building and Using Linked Language Resources". John P. McCrae, Christian Chiarcos et al., editors, pages: 27 - 35. May, 2016. PDF BibTeX
    @inproceedings{Salfinger.2016c,
       title = {Pinpointing the Eye of the Hurricane - Creating a Gold-Standard Corpus for Situative Geo-Coding of Crisis Tweets Based on Linked Open Data},
       author = {Salfinger, Andrea and Salfinger, Caroline and Pr{\"o}ll, Birgit and Retschitzegger, Werner and Schwinger, Wieland},
       year = {2016},
       booktitle = {Proceedings of the LREC 2016 Workshop "LDL 2016 – 5th Workshop on Linked Data in Linguistics: Managing, Building and Using Linked Language Resources"},
       pages = {27 - 35},
       month = {05}
    }
  10. Salfinger, Andrea, Schwinger, Wieland, Retschitzegger, Werner, Pröll, Birgit. Mining the Disaster Hotspots - Situation-Adaptive Crowd Knowledge Extraction for Crisis Management. Proceedings of the 2016 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA). pages: 219 - 225. IEEE, March, 2016. PDF BibTeX
    @inproceedings{Salfinger.2016b,
       title = {Mining the Disaster Hotspots - Situation-Adaptive Crowd Knowledge Extraction for Crisis Management},
       author = {Salfinger, Andrea and Schwinger, Wieland and Retschitzegger, Werner and Pr{\"o}ll, Birgit},
       year = {2016},
       publisher = {IEEE},
       booktitle = {Proceedings of the 2016 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA)},
       pages = {219 - 225},
       month = {03}
    }
  11. Andrea Salfinger, Werner Retschitzegger, Wieland Schwinger, Birgit Pröll. Towards a Crowd-Sensing Enhanced Situation Awareness System for Crisis Management. Fusion Methodologies in Crisis Management: Higher Level Fusion and Decision Making. Springer International Publishing, 2016. BibTeX
    @inbook{Sal.2016a,
       title = {Towards a Crowd-Sensing Enhanced Situation Awareness System for Crisis Management},
       author = {Andrea Salfinger and Werner Retschitzegger and Wieland Schwinger and Birgit Pr\"{o}ll},
       year = {2016},
       publisher = {Springer International Publishing},
       booktitle = {Fusion Methodologies in Crisis Management: Higher Level Fusion and Decision Making},
       chapter = {Towards a Crowd-Sensing Enhanced Situation Awareness System for Crisis Management},
       pages = {177-211}
    }
  12. "Salfinger, Andrea". Staying Aware in an Evolving World: Evolution Support for Situation Awareness in Control Centers. 2016. BibTeX
    @phdthesis{DISS_Salfinger,
       title = {{Staying Aware in an Evolving World: Evolution Support for Situation Awareness in Control Centers}},
       author = {"Salfinger, Andrea"},
       year = {2016},
       type = {{DISS}}
    }
  13. 2015

  14. Salfinger, Andrea, Retschitzegger, Werner, Schwinger, Wieland, Pröll, Birgit. crowdSA - Towards Adaptive and Situation-Driven Crowd-Sensing for Disaster Situation Awareness. Proceedings of the 2015 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA). Orlando, USA,pages: 14-20. IEEE, March, 2015. PDF BibTeX
    @inproceedings{Salfinger2015a,
       title = {crowdSA - Towards Adaptive and Situation-Driven Crowd-Sensing for Disaster Situation Awareness},
       author = {Salfinger, Andrea and Retschitzegger, Werner and Schwinger, Wieland and Pröll, Birgit},
       year = {2015},
       publisher = {IEEE},
       booktitle = {Proceedings of the 2015 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA)},
       pages = {14-20},
       month = {03},
       address = {Orlando, USA},
       isbn = {978-1-4799-8015-4},
       type = {PAPREFCONF}
    }
  15. Andrea Salfinger, Sylva Girtelschmid, Birgit Pröll, Werner Retschitzegger, Wieland Schwinger. Crowd-Sensing Meets Situation Awareness - A Research Roadmap for Crisis Management. Procceedings of the 48th Annual Hawaii Intl. Conf. on System Sciences (HICSS). Kauai, Hawaii, January, 2015. PDF BibTeX
    @inproceedings{Salfinger2015,
       title = {{Crowd-Sensing Meets Situation Awareness - A Research Roadmap for Crisis Management}},
       author = {Andrea Salfinger and Sylva Girtelschmid and Birgit Pr\"{o}ll and Werner Retschitzegger and Wieland Schwinger},
       year = {2015},
       booktitle = {Procceedings of the 48th Annual Hawaii Intl. Conf. on System Sciences (HICSS)},
       month = {01},
       address = {Kauai, Hawaii}
    }
  16. 2014

  17. Norbert Baumgartner, Stefan Mitsch, Andreas Müller, Werner Retschitzegger, Andrea Salfinger, Wieland Schwinger. A Tour of BeAware! A Situation-Awareness Framework for Control Centers. Journal of Information Fusion, Elsevier. 20:155–173. November, 2014. PDF BibTeX
    @article{Baumgartner2014,
       title = {{A Tour of BeAware! A Situation-Awareness Framework for Control Centers}},
       author = {Norbert Baumgartner and Stefan Mitsch and Andreas M{\"u}ller and Werner Retschitzegger and Andrea Salfinger and Wieland Schwinger},
       journal = {Journal of Information Fusion, Elsevier},
       year = {2014},
       pages = {155–173},
       volume = {20},
       month = {11}
    }
  18. Andrea Salfinger, Daniel Neidhart, Werner Retschitzegger, Wieland Schwinger, Stefan Mitsch. SEM2 suite - Towards a tool suite for supporting knowledge management in situation awareness systems. Proceedings of the 15th IEEE International Conference on Information Reuse and Integration, IRI 2014, Redwood City, CA, USA, August 13-15, 2014. San Francisco, CA, USA,pages: 351--360. August, 2014. PDF BibTeX
    @inproceedings{DBLP:conf/iri/SalfingerNRSM14,
       title = {SEM2 suite - Towards a tool suite for supporting knowledge management in situation awareness systems},
       author = {Andrea Salfinger and Daniel Neidhart and Werner Retschitzegger and Wieland Schwinger and Stefan Mitsch},
       year = {2014},
       booktitle = {Proceedings of the 15th {IEEE} International Conference on Information Reuse and Integration, {IRI} 2014, Redwood City, CA, USA, August 13-15, 2014},
       pages = {351--360},
       month = {08},
       address = {San Francisco, CA, USA}
    }
  19. Andrea Salfinger, Werner Retschitzegger, Wieland Schwinger. Staying Aware in an Evolving World - Specifying and Tracking Evolving Situations. IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA) (CogSIMA 2014). San Antonio, USA,pages: 180-186. March, 2014. PDF BibTeX
    @inproceedings{Salfinger2014,
       title = {{Staying Aware in an Evolving World - Specifying and Tracking Evolving Situations}},
       author = {Andrea Salfinger and Werner Retschitzegger and Wieland Schwinger},
       year = {2014},
       booktitle = {IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA) (CogSIMA 2014)},
       pages = {180-186},
       month = {03},
       address = {San Antonio, USA}
    }
  20. 2013

  21. Stefan Mitsch, Andreas Müller, Werner Retschitzegger, Andrea Salfinger, Wieland Schwinger. A Survey on Clustering Techniques for Situation Awareness. Proc. of the 15th Asia-Pacific Web Conference (APWeb 2013). Ishikawa, Yoshiharu and Li Jianzhong and Wang Wei and Zhang Wenjie, editors, Heidelberg,Lecture Notes in Computer Science, pages: 815--826. Springer, 2013. PDF BibTeX
    @inproceedings{Mitsch2013,
       title = {{A Survey on Clustering Techniques for Situation Awareness}},
       author = {Stefan Mitsch and Andreas M{\"u}ller and Werner Retschitzegger and Andrea Salfinger and Wieland Schwinger},
       year = {2013},
       publisher = {Springer},
       booktitle = {{P}roc. of the 15th {A}sia-{P}acific {W}eb {C}onference ({A}{P}{W}eb 2013)},
       pages = {815--826},
       series = {Lecture Notes in Computer Science},
       address = {Heidelberg},
       isbn = {978-3-642-37400}
    }
  22. Andrea Salfinger, Werner Retschitzegger, Wieland Schwinger. Maintaining Situation Awareness Over Time - A Survey on the Evolution Support of Situation Awareness Systems. Proceedings of the IEEE 18th International Conference on Technologies and Applications of Artifical Intelligence (TAAI). 2013. PDF BibTeX
    @inproceedings{Salfinger2013,
       title = {{Maintaining Situation Awareness Over Time - A Survey on the Evolution Support of Situation Awareness Systems}},
       author = {Andrea Salfinger and Werner Retschitzegger and Wieland Schwinger},
       year = {2013},
       booktitle = {Proceedings of the IEEE 18th International Conference on Technologies and Applications of Artifical Intelligence (TAAI)}
    }
  23. 2012

  24. Norbert Baumgartner, Stefan Mitsch, Andreas Müller, Werner Retschitzegger, Andrea Salfinger, Wieland Schwinger. The Situation Radar - Visualizing Collaborative Situation Awareness in Traffic Control Systems. Proceedings of the 19th World Congress on Intelligent Transport Systems. 2012. BibTeX
    @inproceedings{Baumgartner2012,
       title = {{The Situation Radar - Visualizing Collaborative Situation Awareness in Traffic Control Systems}},
       author = {Norbert Baumgartner and Stefan Mitsch and Andreas M\"{u}ller and Werner Retschitzegger and Andrea Salfinger and Wieland Schwinger},
       year = {2012},
       booktitle = {Proceedings of the 19th World Congress on Intelligent Transport Systems}
    }

CrowdSA - Crowdsourced Situation Awareness for Crisis Management

Funding: FFG - BRIDGE
Duration: Sep. 2013 - June 2016
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Collaborative Situation Awareness in Distributed Traffic Control Systems

Funding: FFG - FIT-IT Semantic Systems
Duration: October 2011 - September 2014

inSiTUEVO

Funding: FWF
Duration: Oct. 2018 - Sep. 2021