Publications | Dr. Matthias Carnein | Department of Information Systems

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Dr. Matthias Carnein
Former Research Assistant

Data Science: Statistics and Optimization

Leonardo Campus 3
48149 Münster

ShortURL:

erc.is/p/carnein

2020

Research article in proceedings (conference)

Carnein, M., Trautmann, H., Bifet, A., & Pfahringer, B. (2020). Towards Automated Configuration of Stream Clustering Algorithms. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD '19), Würzburg, Germany, 137–143.
More details BibTeX DOI

@inproceedings{CarneinTBP2020TowardsAutomated,
  author = {Matthias Carnein and Heike Trautmann and Albert Bifet and Bernhard Pfahringer},
  title = {Towards Automated Configuration of Stream Clustering Algorithms},
  booktitle = {Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD '19)},
  pages = {137--143},
  year = {2020},
  address = {Würzburg, Germany},
  isbn = {978-3-030-43823-4},
  doi = {10.1007/978-3-030-43823-4_12},
  note = {Publication status: Published}
}

Carnein, M., Trautmann, H., Bifet, A., & Pfahringer, B. (2020). confStream: Automated Algorithm Selection and Configuration of Stream Clustering Algorithms. In Proceedings of the 14th Learning and Intelligent Optimization Conference (LION 2020), Athens, Greece, 80–95.
More details BibTeX DOI

@inproceedings{CarneinTBP2020ConfStream,
  author = {Matthias Carnein and Heike Trautmann and Albert Bifet and Bernhard Pfahringer},
  title = {confStream: Automated Algorithm Selection and Configuration of Stream Clustering Algorithms},
  booktitle = {Proceedings of the 14$^{th}$ Learning and Intelligent Optimization Conference (LION 2020)},
  pages = {80--95},
  year = {2020},
  address = {Athens, Greece},
  doi = {10.1007/978-3-030-53552-0_10},
  note = {Publication status: Published}
}

Thesis (doctoral or post-doctoral)

Carnein, M. (2020). Machine Learning on Data Streams — Improving the Applicability and Performance of Stream Clustering Algorithms. at the University of Münster.
More details BibTeX

@phdthesis{Carnein2020MachineLearning,
  author = {Matthias Carnein},
  title = {Machine Learning on Data Streams --- Improving the Applicability and Performance of Stream Clustering Algorithms},
  school = {University of Münster},
  year = {2020},
  note = {Publication status: Published}
}

2019

Research article in proceedings (conference)

Carnein, M., Homann, L., Trautmann, H., & Vossen, G. (2019). A Recommender System Based on Omni-Channel Customer Data. In Proceedings of the 21st IEEE Conference on Business Informatics (CBI' 19), Moscow, Russia, 65–74.
More details BibTeX

@inproceedings{CarneinHTV2019ARecommender,
  author = {Matthias Carnein and Leschek Homann and Heike Trautmann and Gottfried Vossen},
  title = {A Recommender System Based on Omni-Channel Customer Data},
  booktitle = {Proceedings of the 21$^{st}$ IEEE Conference on Business Informatics (CBI' 19)},
  pages = {65--74},
  year = {2019},
  address = {Moscow, Russia},
  note = {Publication status: Published}
}

Carnein, M., & Trautmann, H. (2019). Customer Segmentation Based on Transactional Data Using Stream Clustering. In Proceedings of the 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD '19), Macau, China, 280–292.
More details BibTeX

@inproceedings{CarneinT2019CustomerSegmentation,
  author = {Matthias Carnein and Heike Trautmann},
  title = {Customer Segmentation Based on Transactional Data Using Stream Clustering},
  booktitle = {Proceedings of the 23$^{rd}$ Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD '19)},
  pages = {280--292},
  year = {2019},
  address = {Macau, China},
  note = {Publication status: Published}
}

Research article (journal)

Carnein, M., & Trautmann, H. (2019). Optimizing Data Stream Representation: An Extensive Survey on Stream Clustering Algorithms. Business and Information Systems Engineering (BISE), 61(3), 277–297.
More details BibTeX

@article{CarneinT2019Optimizing,
  author = {Matthias Carnein and Heike Trautmann},
  title = {Optimizing Data Stream Representation: An Extensive Survey on Stream Clustering Algorithms},
  journal = {Business and Information Systems Engineering (BISE)},
  year = {2019},
  volume = {61},
  number = {3},
  pages = {277--297},
  note = {Publication status: Published}
}

2018

Research article (journal)

Carnein, M., & Trautmann, H. (2018). evoStream — Evolutionary Stream Clustering Utilizing Idle Times. Big Data Research, 14, 101–111.
More details BibTeX DOI

@article{CarneinT2018EvoStream,
  author = {Matthias Carnein and Heike Trautmann},
  title = {evoStream --- Evolutionary Stream Clustering Utilizing Idle Times},
  journal = {Big Data Research},
  year = {2018},
  volume = {14},
  pages = {101--111},
  doi = {10.1016/j.bdr.2018.05.005},
  note = {Publication status: Published}
}

2017

Research article in proceedings (conference)

Carnein, M., Assenmacher, D., & Trautmann, H. (2017). An Empirical Comparison of Stream Clustering Algorithms. In Proceedings of the ACM International Conference on Computing Frontiers (CF '17), Siena, Italy, 361–365.
More details BibTeX DOI

@inproceedings{CarneinAT2017AnEmpirical,
  author = {Matthias Carnein and Dennis Assenmacher and Heike Trautmann},
  title = {An Empirical Comparison of Stream Clustering Algorithms},
  booktitle = {Proceedings of the ACM International Conference on Computing Frontiers (CF '17)},
  pages = {361--365},
  year = {2017},
  address = {Siena, Italy},
  isbn = {978-1-4503-4487-6/17/05},
  doi = {10.1145/3075564.3078887},
  note = {Publication status: Published}
}

Carnein, M., Assenmacher, D., & Trautmann, H. (2017). Stream Clustering of Chat Messages with Applications to Twitch Streams. In de Cesare, S., & Ulrich, F. (Eds.), Proceedings of the 36th International Conference on Conceptual Modeling (ER'17) (pp. 79–88). Springer International Publishing.
More details BibTeX DOI

@inproceedings{CarneinAT2017StreamClustering,
  author = {Matthias Carnein and Dennis Assenmacher and Heike Trautmann},
  title = {Stream Clustering of Chat Messages with Applications to Twitch Streams},
  booktitle = {Proceedings of the 36$^{th}$ International Conference on Conceptual Modeling (ER'17)},
  pages = {79--88},
  editor = {Sergio {de Cesare} and Frank Ulrich},
  year = {2017},
  publisher = {Springer International Publishing},
  address = {Valencia, Spain},
  isbn = {978-3-319-70625-2},
  doi = {10.1007/978-3-319-70625-2_8},
  note = {Publication status: Published}
}

Carnein, M., Heuchert, M., Homann, L., Trautmann, H., Vossen, G., Becker, J., & Kraume, K. (2017). Towards Efficient and Informative Omni-Channel Customer Relationship Management. In de Cesare, S., & Ulrich, F. (Eds.), Proceedings of the 36th International Conference on Conceptual Modeling (ER'17) (pp. 69–78). Lecture Notes in Computer Science: Vol. 10651. Springer International Publishing.
More details BibTeX DOI

@inproceedings{CarneinHHTVBK2017TowardsEfficient,
  author = {Matthias Carnein and Markus Heuchert and Leschek Homann and Heike Trautmann and Gottfried Vossen and Jörg Becker and Karsten Kraume},
  title = {Towards Efficient and Informative Omni-Channel Customer Relationship Management},
  booktitle = {Proceedings of the 36$^{th}$ International Conference on Conceptual Modeling (ER'17)},
  pages = {69--78},
  series = {Lecture Notes in Computer Science},
  volume = {10651},
  editor = {Sergio {de Cesare} and Frank Ulrich},
  year = {2017},
  publisher = {Springer International Publishing},
  address = {Valencia, Spain},
  isbn = {978-3-319-70625-2},
  doi = {10.1007/978-3-319-70625-2_7},
  note = {Publication status: Published}
}

Carnein, M., Homann, L., Trautmann, H., Vossen, G., & Kraume, K. (2017). Customer Service in Social Media — An Empirical Study of the Airline Industry. In Bernhard, M. a. N. R. a. H. S. a. M. K. a. A. T. a. O. K. a. M. W. (Ed.), Proceedings of the 17th Conference on Database Systems for Business, Technology, and Web (BTW '17) (pp. 33–40). Lecture Notes in Informatics (LNI): Vol. P-266. Gesellschaft für Informatik.
More details BibTeX

@inproceedings{CarneinHTVK2017CustomerService,
  author = {Matthias Carnein and Leschek Homann and Heike Trautmann and Gottfried Vossen and Karsten Kraume},
  title = {Customer Service in Social Media --- An Empirical Study of the Airline Industry},
  booktitle = {Proceedings of the 17$^{th}$ Conference on Database Systems for Business, Technology, and Web (BTW '17)},
  pages = {33--40},
  series = {Lecture Notes in Informatics (LNI)},
  volume = {P-266},
  editor = {Mitschang and Norbert Ritter and Holger Schwarz and Meike Klettke and Andreas Thor and Oliver Kopp and Matthias Wieland Bernhard},
  year = {2017},
  publisher = {Gesellschaft für Informatik},
  address = {Stuttgart, Germany},
  issn = {978-3-88579-660-2},
  note = {Publication status: Published}
}

Working paper

Trautmann, H., Vossen, G., Homann, L., Carnein, M., & Kraume, K. (2017). Challenges of Data Management and Analytics in Omni-Channel CRM. In Becker, J., Backhaus, K., Dugas, M., Hellingrath, B., Hoeren, T., Klein, S., Kuchen, H., Trautmann, H., & Vossen, G. (Eds.), ERCIS Working Papers: Vol. 28. Münster: European Research Center for Information Systems.
More details BibTeX

@techreport{TrautmannVHCK2017Challenges,
  author = {Heike Trautmann and Gottfried Vossen and Leschek Homann and Matthias Carnein and Karsten Kraume},
  title = {Challenges of Data Management and Analytics in Omni-Channel CRM},
  institution = {European Research Center for Information Systems},
  series = {ERCIS Working Papers},
  number = {28},
  volume = {28},
  editor = {J Becker and K Backhaus and M Dugas and B Hellingrath and T Hoeren and S Klein and H Kuchen and H Trautmann and G Vossen},
  year = {2017},
  address = {Münster},
  note = {Publication status: Published}
}

2016

Research article in proceedings (conference)

Carnein, M., Schöttle, P., & Böhme, R. (2016). Telltale Watermarks for Counting JPEG Compressions. In Proceedings of the IS&T Electronic Imaging: Media Watermarking, Security, and Forensics (EI '16), San Francisco, CA, 1–10.
More details BibTeX DOI

@inproceedings{CarneinSB2016TelltaleWatermarks,
  author = {Matthias Carnein and Pascal Schöttle and Rainer Böhme},
  title = {Telltale Watermarks for Counting JPEG Compressions},
  booktitle = {Proceedings of the IS&T Electronic Imaging: Media Watermarking, Security, and Forensics (EI '16)},
  pages = {1--10},
  year = {2016},
  address = {San Francisco, CA},
  doi = {10.2352/ISSN.2470-1173.2016.8.MWSF-072},
  note = {Publication status: Published}
}

2015

Research article in proceedings (conference)

Carnein, M., Schöttle, P., & Böhme, R. (2015). Forensics of High-Quality JPEG Images with Color Subsampling. In Proceedings of the IEEE International Workshop on Information Forensics and Security (WIFS '15), Rome, Italy, 1–6.
More details BibTeX DOI

@inproceedings{CarneinSB2015ForensicsOf,
  author = {Matthias Carnein and Pascal Schöttle and Rainer Böhme},
  title = {Forensics of High-Quality JPEG Images with Color Subsampling},
  booktitle = {Proceedings of the IEEE International Workshop on Information Forensics and Security (WIFS '15)},
  pages = {1--6},
  year = {2015},
  address = {Rome, Italy},
  doi = {10.1109/WIFS.2015.7368556},
  note = {Publication status: Published}
}

2014

Research article in proceedings (conference)

Carnein, M., Quiring, E., Haack, A., Möhring, A., & Becker, J. (2014). Laiengerechte Erzeugung von 3D-Animationen am Beispiel von textuellen Unfallbeschreibungen. In Proceedings of the 17th International Legal Informatics Symposium (IRIS '14), Salzburg, Austria, 473–480.
More details BibTeX Full text

@inproceedings{CarneinQHMB2014Laiengerechte,
  author = {Matthias Carnein and Erwin Quiring and Andreas Haack and Andreas Möhring and Jörg Becker},
  title = {Laiengerechte Erzeugung von 3D-Animationen am Beispiel von textuellen Unfallbeschreibungen},
  booktitle = {Proceedings of the 17$^{th}$ International Legal Informatics Symposium (IRIS '14)},
  pages = {473--480},
  editor = {Erich Schweighofer and Franz Kummer and Walter Hötzendorfer},
  year = {2014},
  address = {Salzburg, Austria},
  isbn = {978-3-85403-302-8},
  url = {http://jusletter-it.weblaw.ch/issues/2014/IRIS/2544.html},
  note = {Publication status: Published}
}

Carnein, M., Schöttle, P., & Böhme, R. (2014). Predictable Rain? Steganalysis of Public-key Steganography Using Wet Paper Codes. In Unterweger, A., Uhl, A., Katzenbeisser, S., Kwitt, R., & Piva, A. (Eds.), Proceedings of the 2nd ACM Workshop on Information Hiding and Multimedia Security (IH & MMSec '14) (pp. 97–108). New York, NY, USA: ACM.
More details BibTeX DOI

@inproceedings{CarneinSB2014Predictable,
  author = {Matthias Carnein and Pascal Schöttle and Rainer Böhme},
  title = {Predictable Rain? Steganalysis of Public-key Steganography Using Wet Paper Codes},
  booktitle = {Proceedings of the 2$^{nd}$ ACM Workshop on Information Hiding and Multimedia Security (IH & MMSec '14)},
  pages = {97--108},
  editor = {Andreas Unterweger and Andreas Uhl and Stefan Katzenbeisser and Roland Kwitt and Alessandro Piva},
  year = {2014},
  publisher = {ACM},
  address = {New York, NY, USA},
  isbn = {978-1-4503-2647-6},
  doi = {10.1145/2600918.2600942},
  note = {Publication status: Published}
}