Dr.-Ing. habil. Maha Shadaydeh
Maha Shadaydeh
Address: Computer Vision Group
Department of Mathematics and Computer Science
Friedrich Schiller University of Jena
Ernst-Abbe-Platz 2
07743 Jena
Germany
Phone: +49 (0) 3641 9 46428
E-mail: maha (dot) shadaydeh (at) uni-jena (dot) de
Room: 1221
Links:
Curriculum Vitae
  • since 03/2017: Scientific Associate at the Computer Vision Group, Friedrich Schiller University of Jena
  • 2012-2017: Research Fellow at the Machine Perception Research Laboratory, Institute for Computer Science and Control, Hungarian Academy of Sciences
  • 2008-2012: Associate Professor at the Electronic Engineering Department, Damascus University
  • Ph.D. Thesis: “Analysis of Dynamical Behavior of 2-D Adaptive Digital Filters” at Electrical Communications Engineering, Tohoku University, Japan
  • M.Sc. Thesis: “Identification of Non-Minimum Phase FIR Systems using Higher-Order Statistics and Genetic Algorithm” at Information and Computer Sciences, Toyohashi University of Technology, Japan
Projects
Ongoing
Former
Publications
2022
KI4KI: Neues Projekt zur regelmässigen Überwachung von Stauanlagen aus dem All
Clemence Dubois and Jannik Jänichen and Maha Shadaydeh and Gideon Stein and Alexandra Katz and Daniel Klöpper and Joachim Denzler and Christiane Schmullius and Katja Last.
Messtechnische Überwachung von Stauanlagen ; XII.Mittweidaer Talsperrentag. Pages 15-19. 2022.
[bibtex] [web] [abstract]
Partitioning of Net Ecosystem Exchange Using Dynamic Mode Decomposition and Time Delay Embedding
Maha Shadaydeh and Joachim Denzler and Mirco Migliavacca.
Engineering Proceedings. 18 (1) : 2022.
[bibtex] [web] [abstract]
Causal Discovery using Model Invariance through Knockoff Interventions
Wasim Ahmad and Maha Shadaydeh and Joachim Denzler.
ICML Workshop on Spurious Correlations, Invariance and Stability (ICML-WS). 2022.
[bibtex] [web] [abstract]
2021
Analysing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study
Maha Shadaydeh and Lea Müller and Dana Schneider and Martin Thümmel and Thomas Kessler and Joachim Denzler.
IEEE Access. 9 : pp. 73780-73790. 2021.
[bibtex] [pdf] [web] [abstract]
Counterfactual Generation with Knockoffs
Oana-Iuliana Popescu and Maha Shadaydeh and Joachim Denzler.
arXiv:2102.00951. 2021.
[bibtex] [pdf] [web] [abstract]
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning
Violeta Teodora Trifunov and Maha Shadaydeh and Bj\"orn Barz and Joachim Denzler.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021.
[bibtex] [pdf] [web] [abstract]
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Markus Reichstein and Joachim Denzler.
IEEE Access. 9 : pp. 107873-107883. 2021.
[bibtex] [abstract]
Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals
Wasim Ahmad and Maha Shadaydeh and Joachim Denzler.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 449-454. 2021.
[bibtex] [pdf] [web] [abstract]
2020
Understanding changes in environmental time series with time-frequency causality analysis
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Joachim Denzler.
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2020.
[bibtex] [pdf] [web] [abstract]
A Virtual "Werkstatt" for Digitization in the Sciences
Sheeba Samuel and Maha Shadaydeh and Sebastian Böcker and Bernd Brügmann and Solveig F. Bucher and Volker Deckert and Joachim Denzler and Peter Dittrich and Ferdinand von Eggeling and Daniel Güllmar and Orlando Guntinas-Lichius and Birgitta König-Ries and Frank Löffler and Lutz Maicher and Manja Marz and Mirco Migliavacca and Jürgen R. Reichenbach and Markus Reichstein and Christine Römermann and Andrea Wittig.
Research Ideas and Outcomes. 6 : pp. e54106. 2020.
[bibtex] [web] [abstract]
2019
Fetal ECG extraction exploiting joint sparse supports in a dual dictionary framework
Furrukh Sana and Tarig Ballal and Maha Shadaydeh and Ibrahim Hoteit and Tareq Y. Al-Naffouri.
Biomedical Signal Processing and Control. 48 : pp. 46-60. 2019.
[bibtex] [pdf] [web] [abstract]
Causal Inference in Nonverbal Dyadic Communication with Relevant Interval Selection and Granger Causality
Lea Müller and Maha Shadaydeh and Martin Thümmel and Thomas Kessler and Dana Schneider and Joachim Denzler.
International Conference on Computer Vision Theory and Applications (VISAPP). 2019.
[bibtex] [pdf] [abstract]
Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems
Maha Shadaydeh and Joachim Denzler and Yanira Guanche Garcia and Miguel Mahecha.
German Conference on Pattern Recognition (GCPR). Pages 499-512. 2019.
[bibtex] [pdf] [abstract]
Registration of High Resolution Sar and Optical Satellite Imagery Using Fully Convolutional Networks
Stefan Hoffmann and Clemens-Alexander Brust and Maha Shadaydeh and Joachim Denzler.
International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5152-5155. 2019.
[bibtex] [pdf] [abstract]
Causal Link Estimation under Hidden Confounding in Ecological Time Series
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
Nonlinear Causal Link Estimation under Hidden Confounding with an Application to Time-Series Anomaly Detection
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
German Conference on Pattern Recognition (GCPR). Pages 261-273. 2019.
[bibtex] [pdf] [abstract]
Attribution of Multivariate Extreme Events
Yanira Guanche and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
2018
Classification of Spatiotemporal Marine Climate Patterns using Wavelet Coherence and Markov Random Field
Maha Shadaydeh and Yanira Guanche Garcia and Joachim Denzler.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2018.
[bibtex] [web] [abstract]
Analyzing the Time Variant Causality in Ecological Time Series: A Time-Frequency Approach
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
International Conference on Ecological Informatics (ICEI). Pages 151-152. 2018.
[bibtex] [abstract]
Causality analysis of ecological time series: a time-frequency approach
Maha Shadaydeh and Yanira Guanche Garcia and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
International Workshop on Climate Informatics (CI). 2018.
[bibtex] [pdf]
Domain knowledge integration for causality analysis of carbon-cycle variables
Violeta Teodora Trifunov and Maha Shadaydeh and Jakob Runge and Veronika Eyring and Markus Reichstein and Joachim Denzler.
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018.
[bibtex] [web] [abstract]
Extreme anomaly event detection in biosphere using linear regression and a spatiotemporal MRF model
Yanira Guanche Garcia and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
Natural Hazards. pp. 1-19. 2018.
[bibtex] [pdf] [web] [abstract]
BACI: Towards a Biosphere Atmosphere Change Index - Detection of Extreme Events in the Biosphere
Yanira Guanche Garcia and Maha Shadaydeh and Miguel Mahecha and Markus Reichstein and Joachim Denzler.
BigSkyEarth Conference: AstroGeoInformatics. 2018.
[bibtex] [pdf] [web]
2017
Wetland mapping by fusion of airborne laser scanning and multi-temporal multispectral satellite imagery
Maha Shadaydeh and Andras Zlinszky and Andrea Manno-Kovacs and Tamas Sziranyi.
International Journal of Remote Sensing. 38 (23) : pp. 7422-7440. 2017.
[bibtex] [pdf] [web] [abstract]
Image denoising via collaborative support-agnostic recovery
Muzammil Behzad and Mudassir Masood and Tarig Ballal and Maha Shadaydeh and Tareq. Y. Al-Naffouri.
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Pages 1343-1347. 2017.
[bibtex] [web] [abstract]
Biosphere Anomalies Detection by Regression Models
Yanira Guanche and Maha Shadaydeh and Miguel Mahecha and Joachim Denzler.
Conference on Advances in Extreme Value Analysis and Application to Natural Hazards (EVAN). 2017.
[bibtex] [pdf]
2015
Multilayer Markov Random Field models for change detection in optical remote sensing images
Csaba Benedek and Maha Shadaydeh and Zoltan Kato and Tamas Sziranyi and Josiane Zerubia.
ISPRS Journal of Photogrammetry and Remote Sensing. 107 : pp. 22-37. 2015.
[bibtex] [pdf] [web] [abstract]
Change Detection in Wetlands using Multi-layer Fusion Markov Random Field
Maha Shadaydeh and Andrea Manno-Kovacs and Tamas Sziranyi.
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
Maha Shadaydeh and Tamas Sziranyi.
Proc. SPIE Remote Sensing. 9643 : pp. 9643 - 9643 - 7. 2015.
[bibtex] [web] [abstract]
2014
An improved local similarity measure estimation for change detection in remote sensing images
Maha Shadaydeh and Tamas Sziranyi.
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
Tamas Sziranyi and Maha Shadaydeh.
IEEE Geoscience and Remote Sensing Letters. 11 (9) : pp. 1544-1548. 2014.
[bibtex] [pdf] [web] [abstract]
2013
Improved segmentation of a series of remote sensing images by using a fusion MRF model
Tamas Sziranyi and Maha Shadaydeh.
International Workshop on Content-Based Multimedia Indexing (CBMI). Pages 137-142. 2013.
[bibtex] [web] [abstract]
2008
Extraction of fetal ECG using adaptive Volterra filters
Maha Shadaydeh and Yegui Xiao and Rabab K. Ward.
European Signal Processing Conference. Pages 1-5. 2008.
[bibtex] [pdf] [web] [abstract]
New narrowband active noise control systems with significantly less computational requirements
Yegui Xiao and Maha Shadaydeh and Rabab K. Ward.
IEEE International Symposium on Circuits and Systems. Pages 41-44. 2008.
[bibtex] [web] [abstract]
2003
Performance analysis of adaptive IIR notch filters based on least mean p-power error criterion
Maha Shadaydeh and Masayuki Kawamata.
International Symposium on Circuits and Systems (ISCAS). Pages 377-380. 2003.
[bibtex] [pdf] [web]
2002
Steady StateAnalysis of the P-Power Algorithm for Constrained Adaptive IIR Notch Filter
Maha Shadaydeh and Yegui Xiao and Masayuki Kawawata.
IEEE Midwest Symposium on Circuits and Systems (MWSCAS). Pages 664-667. 2002.
[bibtex] [abstract]
1999
Bias Removal Algorithm for 2-D Equation Error Adaptive IIR Filters
Maha Shadaydeh and Masayuki Kawamata.
Multidimensional Systems and Signal Processing. 10 (4) : pp. 429-441. 1999.
[bibtex] [pdf] [web] [abstract]
1998
Steady State Analysis of Two-Dimensional LMS Adaptive Filters Using the Independence Assumption
Maha Shadaydeh and Masayuki Kawamata.
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
Maha Shadaydeh and Masayuki Kawawata.
IEEE International Workshop on Intelligent Signal Processing and Communication Systems. 1998.
[bibtex]
1997
Identification of nonminimum phase FIR systems via fourth-order cumulants and genetic algorithm
Maha Shadaydeh and Yegui Xiao and Yoshiaki Tadokoro.
Signal Processing. 60 (3) : pp. 339-347. 1997.
[bibtex] [pdf] [web] [abstract]
1996
Overdetermined C(q,k) formula using third and fourth order cumulants
Yegui Xiao and Maha Shadaydeh and Yoshiaki Tadokoro.
Electronics Letters. 32 (6) : pp. 601-603. 1996.
[bibtex] [web] [abstract]