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Bastian Pfeifer
Observed names:
Pfeifer Bastian,
Pfeifer, Bastian
Institution:
Medical University of Graz
Observed institutions:
University of Graz,
Medical University of Graz,
Cluster of Excellence on Plant Sciences,
Center For Biomarker Research In Medicine,
Heinrich Heine University Düsseldorf
ORCID:
0000-0001-7035-9535
Observed ORCID:
0000-0001-7035-9535
OpenAlex ID:
A5008738759
PopGenome: An Efficient Swiss Army Knife for Population Genomic Analyses in R
2014
·
Bastian Pfeifer
, Ulrich Wittelsbürger
, et al.
·
Molecular Biology and Evolution
·
938
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI
2021
·
Andreas Holzinger
, Bernd Malle
, et al.
·
Information Fusion
·
365
PDF
GNN-SubNet: disease subnetwork detection with explainable graph neural networks
2022
·
Bastian Pfeifer
, Afan Secic
, et al.
·
Bioinformatics
·
86
PDF
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks
2024
·
Jacqueline Michelle Metsch
, Anna Saranti
, et al.
·
Journal of Biomedical Informatics
·
64
Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI
2022
·
Bastian Pfeifer
, Andreas Holzinger
, et al.
·
Studies in health technology and informatics
·
42
PDF
Multi-omics disease module detection with an explainable Greedy Decision Forest
2022
·
Bastian Pfeifer
, Hubert Baniecki
, et al.
·
Scientific Reports
·
41
PDF
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification
2023
·
Bastian Pfeifer
, Hryhorii Chereda
, et al.
·
Bioinformatics
·
35
PDF
Estimates of introgression as a function of pairwise distances
2019
·
Bastian Pfeifer
, Durrell D Kapan
·
BMC Bioinformatics
·
35
PDF
A hierarchical clustering and data fusion approach for disease subtype discovery
2020
·
Bastian Pfeifer
, Michael G. Schimek
·
Journal of Biomedical Informatics
·
31
PDF
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning
2023
·
Andreas Holzinger
, Anna Saranti
, et al.
·
Lecture notes in computer science
·
30
PDF
Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning
2024
·
Bastian Pfeifer
, Arne Gevaert
, et al.
·
Information Sciences
·
27
Explaining and visualizing black-box models through counterfactual paths
2025
·
Bastian Pfeifer
, Mateusz Krzyzinski
, et al.
·
Pattern Analysis and Applications
·
26
PDF
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning
2022
·
Anna Saranti
, Miroslav Hudec
, et al.
·
Machine Learning and Knowledge Extraction
·
26
PDF
From 3D point‐cloud data to explainable geometric deep learning: State‐of‐the‐art and future challenges
2024
·
Anna Saranti
, Bastian Pfeifer
, et al.
·
Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery
·
25
Collaborative weighting in federated graph neural networks for disease classification with the human-in-the-loop
2024
·
Christian Hausleitner
, Heimo Mueller
, et al.
·
Scientific Reports
·
21
PDF
Parea: Multi-view ensemble clustering for cancer subtype discovery
2023
·
Bastian Pfeifer
, Marcus D. Bloice
, et al.
·
Journal of Biomedical Informatics
·
18
Genome scans for selection and introgression based on k ‐nearest neighbour techniques
2020
·
Bastian Pfeifer
, Nikolaos Alachiotis
, et al.
·
Molecular Ecology Resources
·
18
PDF
Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs
2022
·
Bettina Finzel
, Anna Saranti
, et al.
·
Künstliche Intell.
·
13
PDF
Federated unsupervised random forest for privacy-preserving patient stratification
2024
·
Bastian Pfeifer
, Christel Sirocchi
, et al.
·
Bioinformatics
·
12
Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping
2025
·
Christel Sirocchi
, Martin Urschler
, et al.
·
BioData Mining
·
8
PDF
EHR problem list clustering for improved topic-space navigation
2019
·
Markus Kreuzthaler
, Bastian Pfeifer
, et al.
·
BMC Medical Informatics and Decision Making
·
8
PDF
Embedding-based terminology expansion via secondary use of large clinical real-world datasets
2023
·
Amila Kugic
, Bastian Pfeifer
, et al.
·
Journal of Biomedical Informatics
·
7
Calibrated kNN classification via second-layer neighborhood analysis
2025
·
Bastian Pfeifer
, Markus Kreuzthaler
·
Advances in Data Analysis and Classification
·
4
PDF
Be Careful When Evaluating Explanations Regarding Ground Truth
2023
·
Baniecki, Hubert
, Chrabaszcz, Maciej
, et al.
·
arXiv (Cornell University)
·
4
PDF
WhopGenome: high-speed access to whole-genome variation and sequence data in R
2014
·
Ulrich Wittelsbürger
, Bastian Pfeifer
, et al.
·
Bioinformatics
·
4
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Works count:
58
Citation count:
1,912
H-index:
17
I10-index:
19
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