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

Información del proyecto

ScReeningData

Identificador del acuerdo de subvención: 101042407

DOI

10.3030/101042407

Fecha de la firma de la CE 1 Abril 2022

Fecha de inicio 1 Septiembre 2022

Fecha de finalización 31 Agosto 2027

Financiado con arreglo a

• European Research Council (ERC)

Coste total

€ 1 500 000,00

Aportación de la UE

€ 1 500 000,00

Coordinado por

TECHNISCHE UNIVERSITAT DARMSTADT
Germany

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (1)

Data Management Plan

A Data Management Plan.

Publicaciones

Conference proceedings (8)

FDR-Controlled Portfolio Optimization for Sparse Financial Index Tracking

Autores: Machkour, Jasin; Palomar, Daniel P.; Muma, Michael
Publicado en: 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), 2025, ISSN 0736-7791
Editor: IEEE
DOI: 10.48550/arxiv.2401.15139

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

Autores: Machkour, Jasin; Muma, Michael and Palomar, Daniel P.
Publicado en: 2023 IEEE Statistical Signal Processing Workshop (SSP), 2023, ISSN 2693-3551
Editor: IEEE
DOI: 10.1109/SSP53291.2023.10207957

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

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

False Discovery Rate Control for Gaussian Graphical Models via Neighborhood Screening

Autores: Koka, Taulant; Machkour, Jasin; Muma, Michael
Publicado en: European Signal Processing Conference (EUSIPCO), 2024, ISSN 2219-5491
Editor: IEEE
DOI: 10.48550/arxiv.2401.09979

Sparsity-Aware Block Diagonal Representation for Subspace Clustering

Autores: Tastan, Aylin; Muma, Michael; Ollila, Esa and Zoubir, Abdelhak M.
Publicado en: European Signal Processing Conference (EUSIPCO), 2023, ISSN 2076-1465
Editor: IEEE
DOI: 10.23919/EUSIPCO58844.2023.10289969

Sparse PCA with False Discovery Rate Controlled Variable Selection

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

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

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

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

Autores: Emrich, Jonas; Koka, Taulant; Wirth, Sebastian and Muma, Michael
Publicado en: European Signal Processing Conference (EUSIPCO), 2023, ISSN 2076-1465
Editor: IEEE
DOI: 10.23919/EUSIPCO58844.2023.10290007

Peer reviewed articles (5)

High-Dimensional False Discovery Rate Control for Dependent Variables

Autores: Machkour, Jasin; Muma, Michael and Palomar, Daniel P.
Publicado en: Signal Processing, 2025, ISSN 2331-8422
Editor: Elsevier
DOI: 10.1016/J.SIGPRO.2025.109990

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

Autores: Christian A. Schroth; Christian Eckrich; Ibrahim Kakouche; Stefan Fabian; Oskar von Stryk; Abdelhak M. Zoubir; Michael Muma
Publicado en: IEEE Transactions on Biomedical Engineering, 2024, ISSN 1558-2531
Editor: IEEE
DOI: 10.48550/arxiv.2305.15795

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

Autores: Machkour, Jasin; Muma, Michael and Palomar, Daniel, P.
Publicado en: Signal Processing, 2025, ISSN 2331-8422
Editor: Elsevier
DOI: 10.48550/arXiv.2110.06048

Fast and Robust Sparsity-Aware Block Diagonal Representation

Autores: Tastan, Aylin; Muma, Michael and Zoubir, Abdelhak M.
Publicado en: IEEE Transactions on Signal Processing, 2023, ISSN 1941-0476
Editor: IEEE
DOI: 10.48550/arXiv.2312.01137

Shuffled multi-channel sparse signal recovery

Autores: Koka, Taulant; Tsakiris, Manolis C.; Muma, Michael and Béjar Haro, Benjamín
Publicado en: Signal Processing, 2024, ISSN 1872-7557
Editor: Elsevier
DOI: 10.1016/J.SIGPRO.2024.109579