Jan Baumbach

Orcid: 0000-0002-0282-0462

Affiliations:
  • Universität Hamburg, Germany
  • Saarland University, Saarbrücken, Germany (former)


According to our database1, Jan Baumbach authored at least 88 papers between 2006 and 2024.

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Bibliography

2024
Partial reinforcement optimizer: An evolutionary optimization algorithm.
Expert Syst. Appl., March, 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

Federated machine learning in data-protection-compliant research.
Nat. Mac. Intell., January, 2023

Systematic analysis of alternative splicing in time course data using Spycone.
Bioinform., January, 2023

Analysing Utility Loss in Federated Learning with Differential Privacy.
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

Cancer driver drug interaction explorer.
Nucleic Acids Res., 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
Machine learning for deciphering cell heterogeneity and gene regulation.
Nat. Comput. Sci., 2021

Enabling single-cell trajectory network enrichment.
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

Success Factors of Artificial Intelligence Implementation in Healthcare.
Frontiers Digit. Health, 2021

HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning.
CoRR, 2021

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond.
CoRR, 2021

ASimulatoR: splice-aware RNA-Seq data simulation.
Bioinform., 2021

BiCoN: network-constrained biclustering of patients and omics data.
Bioinform., 2021

On the limits of active module identification.
Briefings Bioinform., 2021

Computational strategies to combat COVID-19: useful tools to accelerate SARS-CoV-2 and coronavirus research.
Briefings Bioinform., 2021

On the Privacy of Federated Pipelines.
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

Privacy-preserving Artificial Intelligence Techniques in Biomedicine.
CoRR, 2020

EpiGEN: an epistasis simulation pipeline.
Bioinform., 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

An Online Incremental Clustering Framework for Real-Time Stream Analytics.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Fuzzy Inference System for Risk Evaluation in Gestational Diabetes Mellitus.
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

Systems Medicine - The Next Generation of Computer-assisted Precision Medicine.
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

From gene panels to systems medicine.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018

2017
Interactive microbial distribution analysis using BioAtlas.
Nucleic Acids Res., 2017

CytoMCS: A Multiple Maximum Common Subgraph Detection Tool for Cytoscape.
J. Integr. Bioinform., 2017

LifeStyle-Specific-Islands (LiSSI): Integrated Bioinformatics Platform for Genomic Island Analysis.
J. Integr. Bioinform., 2017

Efficient detection of differentially methylated regions using DiMmeR.
Bioinform., 2017

2016
KeyPathwayMinerWeb: online multi-omics network enrichment.
Nucleic Acids Res., 2016

Jllumina - A comprehensive Java-based API for statistical Illumina Infinium HumanMethylation450 and MethylationEPIC data processing.
J. Integr. Bioinform., 2016

PetriScape - A plugin for discrete Petri net simulations in Cytoscape.
J. Integr. Bioinform., 2016

Robust<i> de novo</i> pathway enrichment with <i>KeyPathwayMiner 5</i>.
F1000Research, 2016

CytoGEDEVO - global alignment of biological networks with Cytoscape.
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
OpenLabNotes - An Electronic Laboratory Notebook Extension for OpenLabFramework.
J. Integr. Bioinform., 2015

Covering tree with stars.
J. Comb. Optim., 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

Microarray R-based analysis of complex lysate experiments with MIRACLE.
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

Efficient Large-scale bicluster editing.
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

Compactness-Preserving Mapping on Trees.
Proceedings of the Combinatorial Pattern Matching - 25th Annual Symposium, 2014

Complexity of Dense Bicluster Editing Problems.
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

Neighborhood-Preserving Mapping between Trees.
Proceedings of the Algorithms and Data Structures - 13th International Symposium, 2013

NABEECO: biological network alignment with bee colony optimization algorithm.
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

Cluster Editing.
Proceedings of the Nature of Computation. Logic, Algorithms, Applications, 2013

2012
How Little Do We Actually Know? On the Size of Gene Regulatory Networks.
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

Efficient algorithms for extracting biological key pathways with global constraints.
Proceedings of the Genetic and Evolutionary Computation Conference, 2012

Online Transitivity Clustering of Biological Data with Missing Values.
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

KeyPathwayMiner: Detecting Case-Specific Biological Pathways Using Expression Data.
Internet Math., 2011

clusterMaker: a multi-algorithm clustering plugin for Cytoscape.
BMC Bioinform., 2011

2010
AltAnalyze and DomainGraph: analyzing and visualizing exon expression data.
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
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

Graph-based analysis and visualization of experimental results with ONDEX.
Bioinform., 2006


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