Jan Baumbach
Orcid: 0000-0002-0282-0462Affiliations:
- Universität Hamburg, Germany
- Saarland University, Saarbrücken, Germany (former)
According to our database1,
Jan Baumbach
authored at least 93 papers
between 2006 and 2024.
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Bibliography
2024
Expert Syst. Appl., March, 2024
Personalized Prediction Models for Changes in Knee Pain among Patients with Osteoarthritis Participating in Supervised Exercise and Education.
CoRR, 2024
Privacy-preserving federated prediction of pain intensity change based on multi-center survey data.
CoRR, 2024
UnPaSt: unsupervised patient stratification by differentially expressed biclusters in omics data.
CoRR, 2024
Privacy-Preserving Multi-Center Differential Protein Abundance Analysis with FedProt.
CoRR, 2024
2023
Inference of differential key regulatory networks and mechanistic drug repurposing candidates from scRNA-seq data with SCANet.
Bioinform., October, 2023
spongEffects: ceRNA modules offer patient-specific insights into the miRNA regulatory landscape.
Bioinform., May, 2023
Nat. Mac. Intell., January, 2023
Bioinform., January, 2023
Proceedings of the 22nd IEEE International Conference on Trust, 2023
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning.
Proceedings of the Machine Learning and Knowledge Extraction, 2023
Differentially Private Federated Learning: Privacy and Utility Analysis of Output Perturbation and DP-SGD.
Proceedings of the IEEE International Conference on Big Data, 2023
2022
dsMTL: a computational framework for privacy-preserving, distributed multi-task machine learning.
Bioinform., October, 2022
Federated machine learning for a facilitated implementation of Artificial Intelligence in healthcare - a proof of concept study for the prediction of coronary artery calcification scores.
J. Integr. Bioinform., 2022
Federated Random Forests can improve local performance of predictive models for various healthcare applications.
Bioinform., 2022
Robust disease module mining via enumeration of diverse prize-collecting Steiner trees.
Bioinform., 2022
A systematic comparison of novel and existing differential analysis methods for CyTOF data.
Briefings Bioinform., 2022
Online <i>in silico</i> validation of disease and gene sets, clusterings or subnetworks with DIGEST.
Briefings Bioinform., 2022
2021
Nat. Comput. Sci., 2021
Lessons from the COVID-19 pandemic for advancing computational drug repurposing strategies.
Nat. Comput. Sci., 2021
DIGGER: exploring the functional role of alternative splicing in protein interactions.
Nucleic Acids Res., 2021
Frontiers Digit. Health, 2021
CoRR, 2021
CoRR, 2021
Computational strategies to combat COVID-19: useful tools to accelerate SARS-CoV-2 and coronavirus research.
Briefings Bioinform., 2021
Proceedings of the SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021
2020
netDx: Software for building interpretable patient classifiers by multi-'omic data integration using patient similarity networks.
F1000Research, 2020
Federated Multi-Mini-Batch: An Efficient Training Approach to Federated Learning in Non-IID Environments.
CoRR, 2020
GANNSTER: Graph-Augmented Neural Network Spatio-Temporal Reasoner for Traffic Forecasting.
Proceedings of the Advanced Analytics and Learning on Temporal Data, 2020
2019
PanRV: Pangenome-reverse vaccinology approach for identifications of potential vaccine candidates in microbial pangenome.
BMC Bioinform., December, 2019
Comprehensive evaluation of transcriptome-based cell-type quantification methods for immuno-oncology.
Bioinform., 2019
Community effort endorsing multiscale modelling, multiscale data science and multiscale computing for systems medicine.
Briefings Bioinform., 2019
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019
Proceedings of the 19th IEEE International Conference on Bioinformatics and Bioengineering, 2019
2018
Parameter estimation of qualitative biological regulatory networks on high performance computing hardware.
BMC Syst. Biol., 2018
On the power of epigenome-wide association studies using a disease-discordant twin design.
Bioinform., 2018
Proceedings of the Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme, 2018
Weighted gene co-expression network analysis of microarray mRNA expression profiling in response to electroacupuncture.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018
2017
J. Integr. Bioinform., 2017
LifeStyle-Specific-Islands (LiSSI): Integrated Bioinformatics Platform for Genomic Island Analysis.
J. Integr. Bioinform., 2017
Bioinform., 2017
2016
Jllumina - A comprehensive Java-based API for statistical Illumina Infinium HumanMethylation450 and MethylationEPIC data processing.
J. Integr. Bioinform., 2016
J. Integr. Bioinform., 2016
F1000Research, 2016
Bioinform., 2016
A Simulated Annealing Algorithm for Maximum Common Edge Subgraph Detection in Biological Networks.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016
2015
J. Integr. Bioinform., 2015
2014
BacillusRegNet: A transcriptional regulation database and analysis platform for Bacillus species.
J. Integr. Bioinform., 2014
Classification of Breast Cancer Subtypes by combining Gene Expression and DNA Methylation Data.
J. Integr. Bioinform., 2014
KeyPathwayMiner 4.0: condition-specific pathway analysis by combining multiple omics studies and networks with Cytoscape.
BMC Syst. Biol., 2014
Bioinform., 2014
Multiple graph edit distance: simultaneous topological alignment of multiple protein-protein interaction networks with an evolutionary algorithm.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014
Proceedings of the German conference on bioinformatics 2014, September 28, 2014
On the limits of computational functional genomics for bacterial lifestyle prediction.
Proceedings of the German conference on bioinformatics 2014, September 28, 2014
Proceedings of the Combinatorial Pattern Matching - 25th Annual Symposium, 2014
Proceedings of the Computing and Combinatorics - 20th International Conference, 2014
2013
An Integrative Clinical Database and Diagnostics Platform for Biomarker Identification and Analysis in Ion Mobility Spectra of Human Exhaled Air.
J. Integr. Bioinform., 2013
Density parameter estimation for finding clusters of homologous proteins - tracing actinobacterial pathogenicity lifestyles.
Bioinform., 2013
Proceedings of the Algorithms and Data Structures - 13th International Symposium, 2013
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
GEDEVO: An Evolutionary Graph Edit Distance Algorithm for Biological Network Alignment.
Proceedings of the German Conference on Bioinformatics 2013, 2013
Proceedings of the Nature of Computation. Logic, Algorithms, Applications, 2013
2012
IEEE ACM Trans. Comput. Biol. Bioinform., 2012
CoryneRegNet 6.0 - Updated database content, new analysis methods and novel features focusing on community demands.
Nucleic Acids Res., 2012
Integrated simultaneous analysis of different biomedical data types with exact weighted bi-cluster editing.
J. Integr. Bioinform., 2012
Proceedings of the Genetic and Evolutionary Computation Conference, 2012
Proceedings of the German Conference on Bioinformatics 2012, 2012
2011
Extension and Robustness of Transitivity Clustering for Protein-Protein Interaction Network Analysis.
Internet Math., 2011
Internet Math., 2011
BMC Bioinform., 2011
2010
Nucleic Acids Res., 2010
Efficient Online Transcription Factor Binding Site Adjustment by Integrating Transitive Graph Projection with MoRAine 2.0.
J. Integr. Bioinform., 2010
2009
Reliable transfer of transcriptional gene regulatory networks between taxonomically related organisms.
BMC Syst. Biol., 2009
Towards the integrated analysis, visualization and reconstruction of microbial gene regulatory networks.
Briefings Bioinform., 2009
2008
CoryneRegNet: a reference database and analysis platform for corynebacterial gene regulatory networks
PhD thesis, 2008
MoRAine - A web server for fast computational transcription factor binding motif re-annotation.
J. Integr. Bioinform., 2008
2007
IMS2 - An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath.
J. Integr. Bioinform., 2007
CoryneCenter - An online resource for the integrated analysis of corynebacterial genome and transcriptome data.
BMC Syst. Biol., 2007
Large scale clustering of protein sequences with FORCE -A layout based heuristic for weighted cluster editing.
BMC Bioinform., 2007
CoryneRegNet 4.0 - A reference database for corynebacterial gene regulatory networks.
BMC Bioinform., 2007
2006
CoryneRegNet 2: An Integrative Bioinformatics Approach for Reconstruction and Comparison of Transcriptional Regulatory Networks in Prokaryotes.
J. Integr. Bioinform., 2006
Bioinform., 2006