publications

I do some research and sometimes write papers.

2022

  1. Shrub Ensembles for Online Classification (to appear, accepted)
    Buschjäger, Sebastian, Hess, Sibylle, and Morik, Katharina
    In Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22) 2022
  2. TECS
    Efficient Realization of Decision Trees for Real-Time Inference (to appear, accepted)
    Chen, Kuan-Hsun, Hsu, Chia-Hui, Hakert, Christian, Buschjäger, Sebastian, Lee, Chao-Lin, Lee, Jenq-Kuen, Morik, Katharina, and Chen, Jian-Jia
    ACM Transactions on Embedded Computing Systems 2022

2021

  1. There is no Double-Descent in Random Forests
    Buschjäger, Sebastian, and Morik, Katharina
    2021
  2. Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement
    Buschjäger, Sebastian, and Morik, Katharina
    2021
  3. ECML
    Very Fast Streaming Submodular Function Maximization
    Buschjäger, Sebastian, Honysz, Philipp-Jan, Pfahler, Lukas, and Morik, Katharina
    In Joint European Conference on Machine Learning and Knowledge Discovery in Databases 2021
  4. Providing Meaningful Data Summarizations Using Exemplar-based Clustering in Industry 4.0
    Honysz, Philipp-Jan, Schulze-Struchtrup, Alexander, Buschjäger, Sebastian, and Morik, Katharina
    2021
  5. GPU-Accelerated Optimizer-Aware Evaluation of Submodular Exemplar Clustering
    Honysz, Philipp-Jan, Buschjäger, Sebastian, and Morik, Katharina
    2021
  6. Bit Error Tolerance Metrics for Binarized Neural Networks
    Buschjäger, Sebastian, Chen, Jian-Jia, Chen, Kuan-Hsun, Günzel, Mario, Morik, Katharina, Novkin, Rodion, Pfahler, Lukas, and Yayla, Mikail
    2021
  7. TC
    FeFET-based Binarized Neural Networks Under Temperature-dependent Bit Errors
    Yayla, Mikail, Buschjager, Sebastian, Gupta, Aniket, Chen, Jian-Jia, Henkel, Jorg, Morik, Katharina, Chen, Kuan-Hsun, and Amrouch, Hussam
    IEEE Transactions on Computers 2021
  8. Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance
    Buschjäger, Sebastian, Chen, Jian-Jia, Chen, Kuan-Hsun, Günzel, Mario, Hakert, Christian, Morik, Katharina, Novkin, Rodion, Pfahler, Lukas, and Yayla, Mikail
    In Proceedings of DATE 2021 2021

2020

  1. Randomized outlier detection with trees
    Buschjäger, Sebastian, Honysz, Philipp-jan, and Morik, Katharina
    International Journal of Data Science and Analytics 2020
  2. DSAA
    Generalized Isolation Forest: Some Theory and More Applications – Extended Abstract
    Buschjäger, Sebastian, Honysz, Philipp-Jan, and Morik, Katharina
    In Proceedings 2020 IEEE 7th International Conference on Data Science and Advanced Analytics (DSAA 2020) 2020
  3. Very Fast Streaming Submodular Function Maximization
    Buschjäger, Sebastian, Honysz, Philipp-Jan, and Morik, Katharina
    2020
  4. Generalized Negative Correlation Learning for Deep Ensembling
    Buschjäger, Sebastian, Pfahler, Lukas, and Morik, Katharina
    2020
  5. Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks
    Buschjäger, Sebastian, Chen, Jian-Jia, Chen, Kuan-Hsun, Günzel, Mario, Hakert, Christian, Morik, Katharina, Novkin, Rodion, Pfahler, Lukas, and Yayla, Mikail
    2020
  6. ECML
    On-Site Gamma-Hadron Separation with Deep Learning on FPGAs
    Buschjäger, Sebastian, Pfahler, Lukas, Buss, Jens, Morik, Katharina, and Rhode, Wolfgang
    In Joint European Conference on Machine Learning and Knowledge Discovery in Databases 2020

2019

  1. Stack Usage Analysis for Efficient Wear Leveling in Non-Volatile Main Memory Systems
    Hakert, Christian, Yayla, Mikail, Chen, Kuan-Hsun, Brüggen, Georg von der, Chen, Jian-Jia, Buschjäger, Sebastian, Morik, Katharina, Genssler, Paul R., Bauer, Lars, Amrouch, Hussam, and Henkel, Jörg
    In 1st ACM/IEEE Workshop on Machine Learning for CAD (MLCAD) 2019
  2. Gaussian Model Trees for Traffic Imputation
    Buschjäger, Sebastian, Liebig, Thomas, and Morik, Katharina
    In Proceedings of the International Conference on Pattern Recognition Applications and Methods (ICPRAM) 2019

2018

  1. Realization of Random Forest for Real-Time Evaluation through Tree Framing
    Buschjaeger, Sebastian, Chen, Kuan-Hsun, Chen, Jian-Jia, and Morik, Katharina
    In The IEEE International Conference on Data Mining series (ICDM) 2018
  2. Decision Tree and Random Forest Implementations for Fast Filtering of Sensor Data
    Buschjäger, Sebastian, and Morik, Katharina
    IEEE Transactions on Circuits and Systems I: Regular Papers 2018

2017

  1. KI
    Big Data Science
    Morik, Katharina, Bockermann, Christian, and Buschjäger, Sebastian
    2017
  2. IoTStreaming
    Summary Extraction on Data Streams in Embedded Systems
    Buschjäger, Sebastian, Morik, Katharina, and Schmidt, Maik
    In Proceedings of the ECML Workshop on IoT Large Scale Learning From Data Streams 2017

2016

  1. MA
    Online Gauß-Prozesse zur Regression auf FPGAs
    Buschjäger, Sebastian
    2016

2015

  1. Discovering Subtle Word Relation in Large German Corpora
    Buschjäger, Sebastian, Pfahler, Lukas, and Morik, Katharina
    In Proceedings of the 3rd Workshop on the Challenges in the Management of Large Corpora 2015
  2. Untersuchungen zur Analyse von deutschsprachigen Textdaten
    Morik, Katharina, Jung, Alexander, Weckwerth, Jan, Rötner, Stefan, Hess, Sibylle, Buschjäger, Sebastian, and Pfahler, Lukas
    2015