Multi-omics disease module detection with an explainable Greedy Decision Forest
Pfeifer, Bastian, Baniecki, Hubert, Saranti, Anna, Biecek, Przemyslaw, Holzinger, Andreas
Published in Scientific reports (07.10.2022)
Published in Scientific reports (07.10.2022)
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Journal Article
Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions
Holzinger, Andreas, Saranti, Anna, Angerschmid, Alessa, Retzlaff, Carl Orge, Gronauer, Andreas, Pejakovic, Vladimir, Medel-Jimenez, Francisco, Krexner, Theresa, Gollob, Christoph, Stampfer, Karl
Published in Sensors (Basel, Switzerland) (15.04.2022)
Published in Sensors (Basel, Switzerland) (15.04.2022)
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Journal Article
Explainable Artificial Intelligence to Support Work Safety in Forestry: Insights from Two Large Datasets, Open Challenges, and Future Work
Hoenigsberger, Ferdinand, Saranti, Anna, Jalali, Anahid, Stampfer, Karl, Holzinger, Andreas
Published in Applied sciences (01.05.2024)
Published in Applied sciences (01.05.2024)
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Journal Article
Reviewing the essential roles of remote phenotyping, GWAS and explainable AI in practical marker-assisted selection for drought-tolerant winter wheat breeding
Chang-Brahim, Ignacio, Koppensteiner, Lukas J, Beltrame, Lorenzo, Bodner, Gernot, Saranti, Anna, Salzinger, Jules, Fanta-Jende, Phillipp, Sulzbachner, Christoph, Bruckmüller, Felix, Trognitz, Friederike, Samad-Zamini, Mina, Zechner, Elisabeth, Holzinger, Andreas, Molin, Eva M
Published in Frontiers in plant science (18.04.2024)
Published in Frontiers in plant science (18.04.2024)
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Journal Article
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning
Saranti, Anna, Hudec, Miroslav, Mináriková, Erika, Takáč, Zdenko, Großschedl, Udo, Koch, Christoph, Pfeifer, Bastian, Angerschmid, Alessa, Holzinger, Andreas
Published in Machine learning and knowledge extraction (01.12.2022)
Published in Machine learning and knowledge extraction (01.12.2022)
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Journal Article
Invasive fungal infections in a pediatric hematology-oncology department: A 16-year retrospective study
Kazakou, Nikoleta, Vyzantiadis, Timoleon Achilleas, Gambeta, Anastasia, Vasileiou, Eleni, Tsotridou, Eleni, Kotsos, Dimitrios, Giantsidi, Athina, Saranti, Anna, Palabougiouki, Maria, Ioannidou, Maria, Hatzipantelis, Emmanuil, Tragiannidis, Athanasios
Published in Current medical mycology (01.06.2020)
Published in Current medical mycology (01.06.2020)
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Journal Article
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI
Holzinger, Andreas, Malle, Bernd, Saranti, Anna, Pfeifer, Bastian
Published in Information fusion (01.07.2021)
Published in Information fusion (01.07.2021)
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Journal Article
On generating trustworthy counterfactual explanations
Del Ser, Javier, Barredo-Arrieta, Alejandro, Díaz-Rodríguez, Natalia, Herrera, Francisco, Saranti, Anna, Holzinger, Andreas
Published in Information sciences (01.01.2024)
Published in Information sciences (01.01.2024)
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Journal Article
Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions
Hudec, Miroslav, Mináriková, Erika, Mesiar, Radko, Saranti, Anna, Holzinger, Andreas
Published in Knowledge-based systems (23.05.2021)
Published in Knowledge-based systems (23.05.2021)
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Journal Article
Current approach to cerebral palsy
Saranti, Anna, Dragoumi, Pinelopi, Papavasiliou, Antigone, Zafeiriou, Dimitrios
Published in European journal of paediatric neurology (01.07.2024)
Published in European journal of paediatric neurology (01.07.2024)
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Journal Article
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities
Retzlaff, Carl Orge, Das, Srijita, Wayllace, Christabel, Mousavi, Payam, Afshari, Mohammad, Yang, Tianpei, Saranti, Anna, Angerschmid, Alessa, Taylor, Matthew E., Holzinger, Andreas
Published in The Journal of artificial intelligence research (01.01.2024)
Published in The Journal of artificial intelligence research (01.01.2024)
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Journal Article
From 3D point‐cloud data to explainable geometric deep learning: State‐of‐the‐art and future challenges
Saranti, Anna, Pfeifer, Bastian, Gollob, Christoph, Stampfer, Karl, Holzinger, Andreas
Published in Wiley interdisciplinary reviews. Data mining and knowledge discovery (01.11.2024)
Published in Wiley interdisciplinary reviews. Data mining and knowledge discovery (01.11.2024)
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Journal Article
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification
Pfeifer, Bastian, Chereda, Hryhorii, Martin, Roman, Saranti, Anna, Clemens, Sandra, Hauschild, Anne-Christin, Beißbarth, Tim, Holzinger, Andreas, Heider, Dominik
Published in Bioinformatics (Oxford, England) (01.11.2023)
Published in Bioinformatics (Oxford, England) (01.11.2023)
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Journal Article
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks
Metsch, Jacqueline Michelle, Saranti, Anna, Angerschmid, Alessa, Pfeifer, Bastian, Klemt, Vanessa, Holzinger, Andreas, Hauschild, Anne-Christin
Published in Journal of biomedical informatics (01.02.2024)
Published in Journal of biomedical informatics (01.02.2024)
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Journal Article
Insights into Learning Competence Through Probabilistic Graphical Models
Saranti, Anna, Taraghi, Behnam, Ebner, Martin, Holzinger, Andreas
Published in Machine Learning and Knowledge Extraction (01.01.2019)
Published in Machine Learning and Knowledge Extraction (01.01.2019)
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Book Chapter
Toward human-level concept learning: Pattern benchmarking for AI algorithms
Holzinger, Andreas, Saranti, Anna, Angerschmid, Alessa, Finzel, Bettina, Schmid, Ute, Mueller, Heimo
Published in Patterns (New York, N.Y.) (11.08.2023)
Published in Patterns (New York, N.Y.) (11.08.2023)
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Journal Article
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS)
Wagner, Sarah, Angerschmid, Alessa, Saranti, Anna, Gollob, Christoph, Ritter, Tim, Krassnitzer, Ralf, Tockner, Andreas, Witzmann, Sarah, Holzinger, Andreas, Stampfer, Karl, Nothdurft, Arne
Published in Ecological informatics (01.09.2024)
Published in Ecological informatics (01.09.2024)
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Journal Article
The FeatureCloud Platform for Federated Learning in Biomedicine: Unified Approach
Matschinske, Julian, Späth, Julian, Bakhtiari, Mohammad, Probul, Niklas, Kazemi Majdabadi, Mohammad Mahdi, Nasirigerdeh, Reza, Torkzadehmahani, Reihaneh, Hartebrodt, Anne, Orban, Balazs-Attila, Fejér, Sándor-József, Zolotareva, Olga, Das, Supratim, Baumbach, Linda, Pauling, Josch K, Tomašević, Olivera, Bihari, Béla, Bloice, Marcus, Donner, Nina C, Fdhila, Walid, Frisch, Tobias, Hauschild, Anne-Christin, Heider, Dominik, Holzinger, Andreas, Hötzendorfer, Walter, Hospes, Jan, Kacprowski, Tim, Kastelitz, Markus, List, Markus, Mayer, Rudolf, Moga, Mónika, Müller, Heimo, Pustozerova, Anastasia, Röttger, Richard, Saak, Christina C, Saranti, Anna, Schmidt, Harald H H W, Tschohl, Christof, Wenke, Nina K, Baumbach, Jan
Published in Journal of medical Internet research (12.07.2023)
Published in Journal of medical Internet research (12.07.2023)
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Journal Article