Publications

The following list contains publications that have been authored or co-authored by Michael Muma.

Book

A. M. Zoubir, V. Koivunen, E. Ollila, and M. Muma.

Robust Statistics for Signal Processing

Cambridge University Press, 2018

Understand the benefits of robust statistics for signal processing with this authoritative yet accessible text. The first ever book on the subject, it provides a comprehensive overview of the field, moving from fundamental theory through to important new results and recent advances. Topics covered include advanced robust methods for complex-valued data, robust covariance estimation, penalized regression models, dependent data, robust bootstrap, and tensors.

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Journal Articles

2021

C. A. Schroth and M. Muma
Real Elliptically Skewed Distributions and Their Application to Robust Cluster Analysis
In: IEEE Transactions on Signal Processing 69.1 (June 2021), pp. 3947–3962
C. A. Schroth and M. Muma
Robust M-Estimation Based Bayesian Cluster Enumeration for Real Elliptically Symmetric Distributions
In: IEEE Transactions on Signal Processing 69 (Apr. 2021), pp. 3525–3540
A. Tastan, M. Muma, and A. M. Zoubir
Sparsity-aware Robust Community Detection (SPARCODE)
In: Signal Processing (2021), p. 108147
F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Robust Bayesian Cluster Enumeration Based on the t Distribution

In: Signal Processing 182 (2021), p. 107870

2020

J. Machkour, M. Muma, B. Alt, and A. M. Zoubir
A Robust Adaptive Lasso Estimator for the Independent Contamination Model
In: Signal Processing 174 (Sept. 2020). Art. 107608

2019

L. Carlino, D. Jin, M. Muma, and A. M. Zoubir
Robust Distributed Cooperative RSS-based Localization for Directed Graphs in Mixed LoS/NLoS Environments
In: EURASIP Journal on Wireless Communications and Networking (2019) 2019.19 (2019)

2018

P. Binder, M. Muma, and A. M. Zoubir
Gravitational Clustering: A Simple, Robust and Adaptive Approach for Distributed Networks
In: Signal Processing 149 (2018), pp. 36–48
S. Al-Sayed, J Plata-Chaves, M. Muma, M. Moonen, and A. M. Zoubir
Node-Specific Diffusion LMS-Based Distributed Detection Over Adaptive Networks

In: IEEE Transactions on Signal Processing 66.3 (Feb. 2018), pp. 682–697

T. Schäck, M. Muma, M. Feng, C. Guan, and A. M. Zoubir
Robust Nonlinear Causality Analysis of Non-Stationary Multivariate Physiological Time Series
In: IEEE Transactions on Biomedical Engineering 65.6 (June 2018), pp. 1213–1225
F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Bayesian Cluster Enumeration Criterion for Unsupervised Learning
In: IEEE Transactions Signal Processing 66.20 (Oktober 2018), pp. 5392–5406

2017

T. Schäck, M. Muma, and A. M. Zoubir
Signal Processing Projects at Technische Universit¨at Darmstadt: How to engage undergraduate students in signal processing practice
In: IEEE Signal Processing Magazine 34.1 (Jan. 2017), pp. 16–30

2016

P. Binder, M. Muma, and A. M. Zoubir
Robust and Adaptive Diffusion-based Classification in Distributed Networks
In: EURASIP Journal on Advances in Signal Processing: Advances in adaptive filtering theory and applications to acoustic and speech signal processing 2016.1 (2016), pp. 1–13
M. Muma and A. M. Zoubir
Bounded Influence Propagation τ-Estimation: A New Robust Method for ARMA Models
In: IEEE Transactions on Signal Processing 65.7 (Dezember 2016), pp. 1712–1727
T. Schäck, M. Muma, W. Alkhaldi, and A. M. Zoubir
A procedure to locate the eyelid position in noisy videokeratoscopic images
In: EURASIP Journal on Advances in Signal Processing: Nonlinear signal and image processing – a Special Issue in honour of Giovanni L. Sicuranza on his seventy-fifth birthday 2016.1 (2016), p. 136

2015

A. Kelava, M. Muma, M. Deja, J. Y. Dagdagan, and A. M. Zoubir
A new approach for the quantification of synchrony of multivariate non-stationary psychophysiological variables during emotion eliciting stimuli
In: Frontiers in Psychology 5 (Jan. 2015)

2013

W. Sharif, M. Muma, and A. M. Zoubir
Robustness Analysis of Spatial Time-Frequency Distributions Based on the Influence Function
In: IEEE Transactions on Signal Processing 61.8 (2013), pp. 1958–1971

2012

A. M. Zoubir, V. Koivunen, Y. Chakhchoukh, and M. Muma
Robust Estimation in Signal Processing
In: IEEE Signal Processing Mag. 29.4 (2012), pp. 61–80.

2010

M. Muma, D. R. Iskander, and M. J. Collins
The Role of Cardiopulmonary Signals in the Dynamics of the Eye’s Wavefront Aberrations
In: IEEE Transactions on Biomedical Engineering 57.2 (2010), pp. 373–383.

Conference Papers

2021

A. Tas¸tan, M. Muma, and A. M. Zoubir
Robust Spectral Clustering: A Locality Preserving Feature Mapping Based on M-estimation
In: Proc. 29th European Signal Processing Conference (EUSIPCO). Aug. 2021

2020

D. Jin, F. Yin, M. Fauß, M. Muma, and A. M. Zoubir
Exploiting Sparsity for Robust Sensor Network Localization in Mixed LOS/NLOS Environments
In: Proc. 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP). virtual Conference. IEEE, Mai 2020, pp. 5915–5919.
F. Ruppel, M. Muma, and A. M. Zoubir
Globally Optimal Robust Matrix Completion Based on M-estimation
In: Proc. IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP 2020). Sept. 2020
A. Tas¸tan, M. Muma, and A. M. Zoubir
An Unsupervised Approach for Graph-based Robust Clustering of Human Gait Signatures
In: 2020 IEEE Radar Conference. Sept. 2020

2019

L. Dawel, A.-K. Seifert, M. Muma, and A. M. Zoubir
A Robust Genetic Algorithm for Feature Selection and Parameter Optimization in Radar-based Gait Analysis
In: Proc. 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). Dezember 2019
M. Fauß, M. Muma, F. K. Teklehaymanot, and A. M. Zoubir
Robust Detection for Cluster Analysis
In: Proc. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Mai 2019
M. Gölz, M. Muma, T. Halme, A. M. Zoubir, and V. Koivunen
Spatial Inference in Sensor Networks using Multiple Hypothesis Testing and Bayesian Clustering
In: Proc. 27th European Signal Processing Conference (EUSIPCO). Sept. 2019
T. Hasija, M. Gölz, M. Muma, P. J. Schreier, and A. M. Zoubir
Source Enumeration and Robust Voice Activity Detection in Wireless Acoustic Sensor Networks
In: Proc. 54th Asilomar Conference on Signals, Systems and Computers. 2019
M. Muma, W.-J. Zeng, and A. M. Zoubir

Robust M-Estimation Based Matrix Completion

In: Proc. 44th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). Mai 2019
Y. Zhang, F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Distributed Robust Bayesian Cluster Enumeration Criterion for Unsupervised Learning
In: Proc. 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). Dezember 2019

2018

L. K. Hamaidi, M. Muma, and A. M. Zoubir
Robust Distributed Sparsity-Constrained Non-Negative Source Separation and MultiSpeaker Voice Activity Detection for Speech Enhancement in Wireless Acoustic Sensor Networks
In: Proc. 2nd International Conference on Signals and Systems (ICSigSys). 2018
T. Schäck, M. Muma, and A. M. Zoubir
“Hands-on in Signal Processing Education at Technische Universität Darmstadt
In: Proc. 43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2018
F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Diffusion-Based Bayesian Cluster Enumeration in Distributed Sensor Networks
In: Proc. IEEE Statistical Signal Processing Workshop (SSP). 2018
F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Novel Bayesian Cluster Enumeration Criterion for Cluster Analysis With Finite Sample Penalty Term
In: Proc. 43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2018
F. K. Teklehaymanot, A.-K. Seifert, M. Muma, M. G. Amin, and A. M. Zoubir
Bayesian Target Enumeration and Labeling Using Radar Data of Human Gait
In: Proc. 26th European Signal Processing Conference (EUSIPCO). 2018

2017

L. K. Hamaidi, M. Muma, and A. M. Zoubir
Multi-Speaker Voice Activity Detection by An Improved Multiplicative Non-Negative Independent Component Analysis With Sparseness Constraints
In: Proc. 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2017
L. K. Hamaidi, M. Muma, and A. M. Zoubir
Robust Distributed Multi-Speaker Voice Activity Detection Using Stability Selection for Sparse Non-Negative Feature Extraction
In: Proc. 25th IEEE European Signal Processing Conference (EUSIPCO). 2017, pp. 171–175
L. K. Hamaidi, M. Muma, and A. M. Zoubir
The Outlier-Corrected-Data-Adaptive Lasso: A New Robust Estimator for the Independent Contamination Model
In: Proc. 25th European Signal Processing Conference (EUSIPCO). M¨arz 2017, pp. 1699–1703
T. Schäck, Y. Safi Harb, M. Muma, and A. M. Zoubir
Computationally Efficient Algorithm for Photoplethysmography-Based Atrial Fibrillation Detection Using Smartphones
In: Proc. 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). July 2017, pp. 104–108
T. Schäck, M. Muma, and A. M. Zoubir
Computationally efficient heart rate estimation during physical exercise using photoplethysmographic signals
In: Proc. 25th European Signal Processing Conference (EUSIPCO). 2017, pp. 2478–2481
F. Teklehaymanot, M. Muma, and A. M. Zoubir
Adaptive Diffusion-Based Track Assisted Multi-Object Labeling in Distributed Camera Networks
In: Proc. 25th European Signal Processing Conference (EUSIPCO). 2017
F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
Adaptive Diffusion-Based Track Assisted Multi-Object Labeling in Distributed Camera Networks
In: Proc. 25th IEEE European Signal Processing Conference (EUSIPCO). 2017, pp. 2363–2367

2016

F. Scheidt, D. Jin, M. Muma, and A. M. Zoubir.
Fast and Accurate Cooperative Localization in Wireless Sensor Networks
In: Proc. 24th European Signal Processing Conference (EUSIPCO). Apr. 2016.
F. K. Teklehaymanot, M. Muma, J. Liu, and A. M. Zoubir
In-network Adaptive Cluster Enumeration for Distributed Classification/labeling
In: Proc. 24th European Signal Processing Conference (EUSIPCO). Apr. 2016

2015

P. Binder, M. Muma, and A. M. Zoubir
Robust and Computationally Efficient Diffusion-Based Classification in Distributed Networks
In: Proc. 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Brisbane, Australia, Dezember 2015, pp. 3432–3436
S. Chouvardas, M. Muma, L. K. Hamaidi, S. Theodoridis, and A. M. Zoubir
Distributed Robust Labeling of Audio Sources in Heterogeneous Wireless Sensor Networks
In: Proc. 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Dezember 2015, pp. 5783–5787
D. Kalus, M. Muma, and A. M. Zoubir
Distributed Robust Change Point Detection for Autoregressive Processes with an Application to Voice Activity Detection
In: Proc. 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Dezember 2015, pp. 3906–3910
M. Martinez-Camara, M. Muma, A. M. Zoubir, and M. Vetterli
A New Robust and Efficient Estimator for Ill-Conditioned Linear Inverse Problems
In: Proc. 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Dezember 2015, pp. 3422–3426
T. Schäck, C. Sledz, M. Muma, and A. M. Zoubir
A new method for heart rate monitoring during physical exercise using photoplethysmographic signals
In: Proc. 23rd European Signal Processing Conference (EUSIPCO). Nice, France, Aug. 2015, pp. 2666–2670
F. K. Teklehaymanot, M. Muma, B. Béjar-Haro, P. Binder, A. M. Zoubir, and M. Vetterli
Robust Diffusion-Based Unsupervised Object Labelling in Distributed Camera Networks

In: Proc. 12th IEEE AFRICON. Apr. 2015

2014

J. Y. Dagdagan, M. Muma, and A. M. Zoubir
Robust testing for stationarity in the presence of outliers
In: Proc. 39th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Mai 2014, pp. 3464–3468
M. Muma
Robust model order selection for ARMA models based on the bounded innovation propagation τ-estimator
In: Proc. IEEE Workshop on Statistical Signal Processing (SSP). Gold Coast, Australia, June 2014
S. Vlaski, M. Muma, and A. M. Zoubir
Robust Bootstrap Methods with an Application to Geolocation in Harsh LOS/NLOS environments
In: Proc. 39th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Florence, Italy, Mai 2014

2013

F. K. Teklehaymanot, M. Muma, and A. M. Zoubir
An Online Approach for ICP Forecasting Based on Signal Decomposition and Robust Statistics
In: Proc. 38th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Vancouver, Canada, Mai 2013, pp. 6239–6243

2012

M. Muma, Y. Cheng, F. Roemer, M. Haardt, and A. M. Zoubir
Robust source number enumeration for R-dimensional arrays in case of brief sensor failures
In: Proc. 37th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Kyoto, Japan, M¨arz 2012, pp. 3709–3712
F. Strasser, M. Muma, and A. M. Zoubir
Motion Artefact Removal in ECG Signals Using Multi-Resolution Thresholding
In: Proc. 20th European Signal Processing Conference (EUSIPCO). Bucharest, Romania, Aug. 2012, pp. 899–903

2011

M. Muma and A. M. Zoubir
Robust Model Selection for Corneal Height Data Based on Tau Estimation
In: Proc. 36th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Prague, Czech Republic, Mai 2011, pp. 4096–4099

2009

M. Muma, U. Hammes, and A. M. Zoubir
Robust Semiparametric Amplitude Estimation of Sinusoidal Signals:The Multi-Sensor Case
In: Proc. 3rd IEEE Int. Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). Aruba, Dutch Antilles, Dezember 2009, pp. 41–44

Patents

R. Lizio, M. Muma, T. Schäck, S. L. Viñas, and A. M. Zoubir
Methods to estimate the blood pressure and the arterial stiffness based on photoplethysmographic (PPG) signals
US Patent App. 17/045,715. Aug. 2021
R. Lizio, M. Muma, T. Schäck, S. L. Viñas, and A. M. Zoubir
Preparations containing anthocyanins for use in the influence of cardiovascular conditions
US Patent App. 17/049,446. Nov. 2021