Investigating the Effects of Plant Diversity on Soil Thermal Diffusivity Using Physics- Informed Neural Networks
ICLR Workshop on AI4DifferentialEquations In Science (ICLR-WS). 2024. (accepted) [bibtex] [pdf] [web] |
Embracing the Black Box: Heading Towards Foundation Models for Causal Discovery from Time Series Data
AAAI Workshop on AI for Time-series (AAAI-WS). 2024. (accepted) [bibtex] [pdf] [web] [abstract] |
Physics Informed Modeling of Ecosystem Respiration via Dynamic Mode Decomposition with Control Input
ICLR Workshop on Machine Learning for Remote Sensing (ICLR-WS). 2024. (accepted) [bibtex] [web] [abstract] |
Deep Learning-based Group Causal Inference in Multivariate Time-series
AAAI Workshop on AI for Time-series (AAAI-WS). 2024. (accepted) [bibtex] [pdf] [web] [abstract] |
Simplified Concrete Dropout - Improving the Generation of Attribution Masks for Fine-grained Classification
DAGM German Conference on Pattern Recognition (DAGM-GCPR). 2023. [bibtex] [pdf] [code] [supplementary] [abstract] |
Enhanced Stability of Grassland Soil Temperature by Plant Diversity
Nature Geoscience. pages 1-7. 2023. [bibtex] [abstract] |
Plant Diversity Stabilizes Soil Temperature
bioRxiv. pages 2023-03. 2023. [bibtex] [pdf] |
KI4KI: Neues Projekt zur regelmässigen {\"U}berwachung von Stauanlagen aus dem All
Messtechnische {\"U}berwachung von Stauanlagen ; XII.Mittweidaer Talsperrentag. Pages 15-19. 2022. [bibtex] [web] [abstract] |
Outcome Prediction and Murmur Detection in Sets of Phonocardiograms by a Deep Learning-Based Ensemble Approach
Computing in Cardiology (CinC). Pages 1-4. 2022. [bibtex] [pdf] [abstract] |
A Comparison of Machine Learning Algorithms and Feature Sets for Automatic Vocal Emotion Recognition in Speech
Sensors. 22 (19): 2022. [bibtex] [web] [abstract] |
Causal Discovery using Model Invariance through Knockoff Interventions
ICML Workshop on Spurious Correlations, Invariance and Stability (ICML-WS). 2022. [bibtex] [pdf] [web] [abstract] |
Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding
arXiv preprint arXiv:2209.11497. 2022. [bibtex] [web] [abstract] |
Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions
NeurIPS Workshop on A Causal View on Dynamical Systems (NeurIPS-WS). 2022. [bibtex] [pdf] [web] [abstract] |
Partitioning of Net Ecosystem Exchange Using Dynamic Mode Decomposition and Time Delay Embedding
Engineering Proceedings. 18 (1): 2022. [bibtex] [web] [abstract] |
Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 449-454. 2021. [bibtex] [pdf] [web] [abstract] |
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021. [bibtex] [pdf] [web] [abstract] |
Analyzing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study
IEEE Access. 9: pages 73780-73790. 2021. [bibtex] [pdf] [web] [presentation] [abstract] |
Counterfactual Generation with Knockoffs
arXiv preprint arXiv:2102.00951. 2021. [bibtex] [pdf] [web] [abstract] |
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model
IEEE Access. 9: pages 107873-107883. 2021. [bibtex] [web] [abstract] |
Understanding Changes in Environmental Time Series with Time-frequency Causality Analysis
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2020. [bibtex] [pdf] [web] [abstract] |
A Virtual "Werkstatt" for Digitization in the Sciences
Research Ideas and Outcomes. 6: pages e54106. 2020. [bibtex] [web] [abstract] |
Attribution of Multivariate Extreme Events
International Workshop on Climate Informatics (CI). 2019. [bibtex] [pdf] [abstract] |
Causal Inference in Nonverbal Dyadic Communication with Relevant Interval Selection and Granger Causality
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 490-497. 2019. [bibtex] [pdf] [web] [abstract] |
Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 499-512. 2019. [bibtex] [pdf] [abstract] |
Registration of High Resolution Sar and Optical Satellite Imagery Using Fully Convolutional Networks
International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5152-5155. 2019. [bibtex] [pdf] [abstract] |
Nonlinear Causal Link Estimation under Hidden Confounding with an Application to Time-Series Anomaly Detection
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 261-273. 2019. [bibtex] [pdf] [abstract] |
Causal Link Estimation under Hidden Confounding in Ecological Time Series
International Workshop on Climate Informatics (CI). 2019. [bibtex] [pdf] [abstract] |
Fetal ECG extraction exploiting joint sparse supports in a dual dictionary framework
Biomedical Signal Processing and Control. 48: pages 46 - 60. 2019. [bibtex] [pdf] [web] [abstract] |
Analyzing the Time Variant Causality in Ecological Time Series: A Time-Frequency Approach
International Conference on Ecological Informatics (ICEI). Pages 151-152. 2018. [bibtex] [abstract] |
Extreme anomaly event detection in biosphere using linear regression and a spatiotemporal MRF model
Natural Hazards. pages 1-19. 2018. [bibtex] [pdf] [web] [abstract] |
Classification of Spatiotemporal Marine Climate Patterns using Wavelet Coherence and Markov Random Field
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2018. [bibtex] [web] [abstract] |
Domain knowledge integration for causality analysis of carbon-cycle variables
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018. [bibtex] [web] [abstract] |
BACI: Towards a Biosphere Atmosphere Change Index - Detection of Extreme Events in the Biosphere
BigSkyEarth Conference: AstroGeoInformatics. 2018. [bibtex] [pdf] [web] |
Causality analysis of ecological time series: a time-frequency approach
International Workshop on Climate Informatics (CI). 2018. [bibtex] [pdf] |
Image denoising via collaborative support-agnostic recovery
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Pages 1343-1347. 2017. [bibtex] [web] [abstract] |
Wetland mapping by fusion of airborne laser scanning and multi-temporal multispectral satellite imagery
International Journal of Remote Sensing. 38 (23): pages 7422-7440. 2017. [bibtex] [pdf] [web] [abstract] |
Biosphere Anomalies Detection by Regression Models
Conference on Advances in Extreme Value Analysis and Application to Natural Hazards (EVAN). 2017. [bibtex] [pdf] |
Change Detection in Wetlands using Multi-layer Fusion Markov Random Field
What can Remote Sensing do for the Conservation of Wetlands? - 1st International Symposium. 2015. [bibtex] |
An improved mutual information similarity measure for registration of multi-modal remote sensing images
Proc. SPIE Remote Sensing. 9643: pages 9643 - 9643 - 7. 2015. [bibtex] [web] [abstract] |
Multilayer Markov Random Field models for change detection in optical remote sensing images
ISPRS Journal of Photogrammetry and Remote Sensing. 107: pages 22-37. 2015. [bibtex] [pdf] [web] [abstract] |
An improved local similarity measure estimation for change detection in remote sensing images
International Conference on Aerospace Electronics and Remote Sensing Technology. Pages 234-238. 2014. [bibtex] [web] [abstract] |
Segmentation of Remote Sensing Images Using Similarity-Measure-Based Fusion-MRF Model
IEEE Geoscience and Remote Sensing Letters. 11 (9): pages 1544-1548. 2014. [bibtex] [pdf] [web] [abstract] |
Improved segmentation of a series of remote sensing images by using a fusion MRF model
International Workshop on Content-Based Multimedia Indexing (CBMI). Pages 137-142. 2013. [bibtex] [web] [abstract] |
Extraction of fetal ECG using adaptive Volterra filters
European Signal Processing Conference. Pages 1-5. 2008. [bibtex] [pdf] [web] [abstract] |
New narrowband active noise control systems with significantly less computational requirements
IEEE International Symposium on Circuits and Systems. Pages 41-44. 2008. [bibtex] [web] [abstract] |
Performance analysis of adaptive IIR notch filters based on least mean p-power error criterion
International Symposium on Circuits and Systems (ISCAS). Pages 377-380. 2003. [bibtex] [pdf] [web] |
Steady StateAnalysis of the P-Power Algorithm for Constrained Adaptive IIR Notch Filter
IEEE Midwest Symposium on Circuits and Systems (MWSCAS). Pages 664-667. 2002. [bibtex] [abstract] |
Dynamical Behaviour Analysis of 2-D Adaptive digital Filters
1999. PhD Thesis [bibtex] [pdf] |
Bias Removal Algorithm for 2-D Equation Error Adaptive IIR Filters
Multidimensional Systems and Signal Processing. 10 (4): pages 429-441. 1999. [bibtex] [pdf] [web] [abstract] |
Steady State Analysis of Two-Dimensional LMS Adaptive Filters Using the Independence Assumption
IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences. E82-A (3): 1998. [bibtex] [pdf] |
Convergence Analysis of 2-D Doubly-Indexed Block LMS Adaptive Filters
IEEE International Workshop on Intelligent Signal Processing and Communication Systems. 1998. [bibtex] |
Identification of nonminimum phase FIR systems via fourth-order cumulants and genetic algorithm
Signal Processing. 60 (3): pages 339-347. 1997. [bibtex] [pdf] [web] [abstract] |