Scalable Learning for Reproducibility in High-Dimensional Biomedical Signal Processing: A Robust Data Science Framework

Project Information

ScReeningData

Grant agreement ID: 101042407

DOI 10.3030/101042407

EC signature date 1 April 2022

Start date 1 September 2022

End date 31 August 2027

Funded under

• European Research Council (ERC)

Total cost € 1 500 000,00

EU contribution € 1 500 000,00

Coordinated by

TECHNISCHE UNIVERSITAT DARMSTADT
Germany

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Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Documents, reports (1)

Data Management Plan

A Data Management Plan.

Publications

Conference proceedings (8)

FDR-Controlled Portfolio Optimization for Sparse Financial Index Tracking

Author(s): Machkour, Jasin; Palomar, Daniel P.; Muma, Michael
Published in: 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), 2025, ISSN 0736-7791
Publisher: IEEE
DOI: 10.48550/arxiv.2401.15139

False discovery rate control for fast screening of large-scale genomics biobanks

Author(s): Machkour, Jasin; Muma, Michael and Palomar, Daniel P.
Published in: 2023 IEEE Statistical Signal Processing Workshop (SSP), 2023, ISSN 2693-3551
Publisher: IEEE
DOI: 10.1109/SSP53291.2023.10207957

Solving FDR-Controlled Sparse Regression Problems with Five Million Variables on a Laptop

Author(s): Scheidt, Fabian; Machkour, Jasin and Muma, Michael
Published in: 2023 IEEE 9th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2023
Publisher: IEEE
DOI: 10.1109/CAMSAP58249.2023.10403478

False Discovery Rate Control for Gaussian Graphical Models via Neighborhood Screening

Author(s): Koka, Taulant; Machkour, Jasin; Muma, Michael
Published in: European Signal Processing Conference (EUSIPCO), 2024, ISSN 2219-5491
Publisher: IEEE
DOI: 10.48550/arxiv.2401.09979

Sparsity-Aware Block Diagonal Representation for Subspace Clustering

Author(s): Tastan, Aylin; Muma, Michael; Ollila, Esa and Zoubir, Abdelhak M.
Published in: European Signal Processing Conference (EUSIPCO), 2023, ISSN 2076-1465
Publisher: IEEE
DOI: 10.23919/EUSIPCO58844.2023.10289969

Sparse PCA with False Discovery Rate Controlled Variable Selection

Author(s): Machkour, Jasin.; Brolly, Arnaud.; Muma, Michael; Palomar, Daniel P. and Pascal Frédéric
Published in: 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024, ISSN 2379-190X
Publisher: IEEE
DOI: 10.1109/ICASSP48485.2024.10448237

The Informed Elastic Net for Fast Grouped Variable Selection and FDR Control in Genomics Research

Author(s): Machkour, Jasin; Muma, Michael and Palomar, Daniel P.
Published in: 2023 IEEE 9th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2023
Publisher: IEEE
DOI: 10.1109/CAMSAP58249.2023.10403489

Accelerated sample-accurate r-peak detectors based on visibility graphs

Author(s): Emrich, Jonas; Koka, Taulant; Wirth, Sebastian and Muma, Michael
Published in: European Signal Processing Conference (EUSIPCO), 2023, ISSN 2076-1465
Publisher: IEEE
DOI: 10.23919/EUSIPCO58844.2023.10290007

Peer reviewed articles (5)

High-Dimensional False Discovery Rate Control for Dependent Variables

Author(s): Machkour, Jasin; Muma, Michael and Palomar, Daniel P.
Published in: Signal Processing, 2025, ISSN 2331-8422
Publisher: Elsevier
DOI: 10.1016/J.SIGPRO.2025.109990

Emergency Response Person Localization and Vital Sign Estimation Using a Semi-Autonomous Robot Mounted SFCW Radar

Author(s): Christian A. Schroth; Christian Eckrich; Ibrahim Kakouche; Stefan Fabian; Oskar von Stryk; Abdelhak M. Zoubir; Michael Muma
Published in: IEEE Transactions on Biomedical Engineering, 2024, ISSN 1558-2531
Publisher: IEEE
DOI: 10.48550/arxiv.2305.15795

The Terminating-Random Experiments Selector: Fast High-Dimensional Variable Selection with False Discovery Rate Control

Author(s): Machkour, Jasin; Muma, Michael and Palomar, Daniel, P.
Published in: Signal Processing, 2025, ISSN 2331-8422
Publisher: Elsevier
DOI: 10.48550/arXiv.2110.06048

Fast and Robust Sparsity-Aware Block Diagonal Representation

Author(s): Tastan, Aylin; Muma, Michael and Zoubir, Abdelhak M.
Published in: IEEE Transactions on Signal Processing, 2023, ISSN 1941-0476
Publisher: IEEE
DOI: 10.48550/arXiv.2312.01137

Shuffled multi-channel sparse signal recovery

Author(s): Koka, Taulant; Tsakiris, Manolis C.; Muma, Michael and Béjar Haro, Benjamín
Published in: Signal Processing, 2024, ISSN 1872-7557
Publisher: Elsevier
DOI: 10.1016/J.SIGPRO.2024.109579