Prof. Dr.-Ing. Bert Arnrich



  • Literature Review on Transfer Learning for Human Activity Recognition Using Mobile and Wearable Devices with Environmental Technology.Hernandez, Netzahualcoyotl; Lundström, Jens; Favela, Jesus; McChesney, Ian; Arnrich, Bert in SN Computer Science (2020). 1(2) 66.
  • Self-prediction of seizures in drug resistance epilepsy using digital phenotyping: a concept study.Moontaha, Sidratul; Steckhan, Nico; Kappattanavar, Arpita; Surges, Rainer; Arnrich, Bert in Pervasive Health (2020).
  • Federated Learning in a Medical Context: A Systematic Literature Review.Pfitzner, Bjarne; Steckhan, Nico; Arnrich, Bert in ACM Transactions on Internet Technology (TOIT) Special Issue on Security and Privacy of Medical Data for Smart Healthcare (2020).
  • Tangle Ledger for Decentralized Learning.Schmid, R.; Pfitzner, B.; Beilharz, J.; Arnrich, B.; Polze, A. (2020). 852-859.
  • Validation of an IMU Gait Analysis Algorithm for Gait Monitoring in Daily Life Situations.Zhou, Lin; Tunca, Can; Fischer, Eric; Brahms, Clemens Markus; Ersoy, Cem; Granacher, Urs; Arnrich, Bert (2020).
  • How We Found Our IMU: Guidelines to IMU Selection and a Comparison of Seven IMUs for Pervasive Healthcare Applications.Zhou, Lin; Fischer, Eric; Tunca, Can; Brahms, Clemens Markus; Ersoy, Cem; Granacher, Urs; Arnrich, Bert in Sensors (2020).
  • Evaluation of the Pose Tracking Performance of the Azure Kinect and Kinect v2 for Gait Analysis in Comparison with a Gold Standard: A Pilot Study.Albert, Justin; Owolabi, Victor; Gebel, Arnd; Brahms, Clemens Markus; Granacher, Urs; Arnrich, Bert in Sensors (2020).
  • Position Matters: Sensor Placement for SittingPosture Classification.Kappattanavar, A. M.; da Cruz, H. F.; Arnrich, B.; Böttinger, E. in IEEE International Conference on Healthcare Informatics (2020).
  • Constrained expectation maximisation algorithm for estimating ARMA models in state space representation.Galka, Andreas; Moontaha, Sidratul; SIniatchkin, Siniatchkin in EURASIP Journal on Advances in Signal Processing 2020.1 (2020). 1-37.


  • Digital Transformation of Complementary and Alternative Medicine (Accepted Presubmission).Steckhan, Nico; Arnrich, Bert in Complementary Medicine Research (2019).
  • Unobtrusive Measurement of Blood Pressure During Lifestyle Interventions.Morassi Sasso, Ariane; Datta, Suparno; Pfitzner, Bjarne; Zhou, Lin; Steckhan, Nico; Boettinger, Erwin; Arnrich, Bert (2019).
  • Integrative Network Analysis Of Microbiome-Immune Axis In Metabolic Syndrome Patients During A Fasting Intervention.Avery, Ellen G; Balogh, András; Bartolomaeus, Hendrik; Löber, Ulrike; Steckhan, Nico; Markó, Lajos; Wilck, Nicola; Hamad, Ibrahim; Šušnjar, Urša; Mähler, Anja; Hohmann, Christoph; Lesker, Till R; Strowig, Till; Dechend, Ralf; Bzdok, Danilo; Kleinewietfeld, Markus; Andreas, Michalsen; Müller, Dominik N; Forslund, Sofia K in Hypertension (2019). 74(Suppl_1)
  • Poisoning Attacks with Generative Adversarial Nets.Muñoz-González, Luis; Pfitzner, Bjarne; Russo, Matteo; Carnerero-Cano, Javier; Lupu, Emil C in arXiv:1906.07773 (2019).
  • SVD Square-root Iterated Extended Kalman Filter for Modeling of Epileptic Seizure Count Time Series with External Inputs.Moontaha, Sidratul; Galka, Andreas; Siniatchkin, Michael; Scharlach, Sascha; von Spiczak, Sarah; Stephani, Ulrich; May, Theodor; Meurer, Thomas in 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (2019).
  • Bewertung von Therapieeffekten bei Epilepsie: Eine vergleichende Analyse zwischen Cox-Stuart-Berechnung und Zustandsraum-Modellierung.Scharlach, Sascha; Moontaha, Sirdatul; von Spiczak, Sarah; Stephani, Ulrich; Siniatchkin, Michael; May, Theodor; Galka, Andreas; Meurer, Thomas in 11. Gemeinsame Jahrestagung der Deutschen und Österreichischen Gesellschaft für Epileptologie sowie der Schweizerischen Epilepsie-Liga (2019).
  • Stress detection in daily life scenarios using smart phones and wearable sensors: A survey.Yekta Said, Can; Arnrich, Bert; Ersoy, Cem in Journal of Biomedical Informatics (2019). 92 103139.
  • An Exploratory Study to Detect Temporal Orientation Using Bluetooth's sensor.Netzahualcoyotl, Hernandez; Demiray, Burcu; Arnrich, Bert; Favela, Jesus in 13th EAI International Conference on Pervasive Computing Technologies for Healthcare (2019). 292-297.
  • A multi-site study on walkability, data sharing and privacy perception using mobile sensing data gathered from the mk-sense platform.Hernández, N; Arnrich, Bert; Favela, J; Ersoy, C; Demiray, Burcu; Fontecha, J in Journal of Ambient Intelligence and Humanized Computing (2019). 10 2199-2211.


  • Analysis of the effects of medication for the treatment of epilepsy by ensemble Iterative Extended Kalman Filtering.Moontaha, Sidratul; Galka, Andreas; Meurer, Thomas; Siniatchkin, Michael in 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (2018).
  • HPI-DHC at TREC 2018 Precision Medicine Track.Oleynik, M; Faessler, E; Sasso, A.M; Kappattanavar, A.; Bergner, B.; da Cruz, H.F.; Sachs, J.-P.; Datta, S.; Boettinger, E (2018).


  • Evaluation der Therapieeffekte antikonvulsiver Medikamente bei Kindern mit strukturell bedingter Epilepsie mittels Zustandsraum-Modellierung.Moontaha, Sidratul; von Spiczak, Sarah; Scharlach, Sascha; Doege, Corinna; Boor, Rainer; May, Theodor; Stephani, Ulrich; Siniatchkin, Michael; Galka, Andreas in 43. Jahrestagung der Gesellschaft für Neuropädiatrie (2017). 1-45.
  • Geometric Algebra Computing for Heterogeneous Systems.Hildenbrand, Dietmar; Albert, Justin; Charrier, Patrick; Steinmetz, Christian in Advances in Applied Clifford Algebras (2017). 27(1) 599-620.