@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}