| 2014 | KDD | Log-based predictive maintenance. | Ruben Sipos, Dmitriy Fradkin, Fabian Mrchen, Zhuang Wang |
| 2013 | KDD | Zips: mining compressing sequential patterns in streams. | Hoang Thanh Lam, Toon Calders, Jie Yang, Fabian Mrchen, Dmitriy Fradkin |
| 2010 | SDM | Robust Mining of Time Intervals with Semi-interval Partial Order Patterns. | Fabian Mrchen, Dmitriy Fradkin |
| 2009 | CIDM | Tutorial CIDM-T Temporal pattern mining in symbolic time point and time interval data. | Fabian Mrchen |
| 2008 | AMIA | Emerging Trend Prediction in Biomedical Literature. | Fabian Mrchen, Dmitriy Fradkin, Mathus Dejori, Bernd Wachmann |
| 2008 | ICDM | Organic Pie Charts. | Fabian Mrchen |
| 2008 | ISM | Using Exact Locality Sensitive Mapping to Group and Detect Audio-Based Cover Songs. | Yi Yu, J. Stephen Downie, Fabian Mrchen, Lei Chen, Kazuki Joe |
| 2008 | KDD | Anticipating annotations and emerging trends in biomedical literature. | Fabian Mrchen, Mathus Dejori, Dmitriy Fradkin, Julien Etienne, Bernd Wachmann, Markus Bundschus |
| 2006 | ESANN | An algorithm for fast and reliable ESOM learning. | Mario Ncker, Fabian Mrchen, Alfred Ultsch |
| 2006 | KDD | Algorithms for time series knowledge mining. | Fabian Mrchen |
| 2006 | KDD | Understandable models Of music collections based on exhaustive feature generation with temporal statistics. | Fabian Mrchen, Ingo Mierswa, Alfred Ultsch |
| 2005 | KDD | Optimizing time series discretization for knowledge discovery. | Fabian Mrchen, Alfred Ultsch |
| 2004 | KI | Mining Hierarchical Temporal Patterns in Multivariate Time Series. | Fabian Mrchen, Alfred Ultsch |