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Anna Saranti
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2020 – today
- 2024
- [j13]Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger
, Richard Röttger
, Heimo Müller, Andreas Holzinger
:
Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. Cogn. Syst. Res. 86: 101243 (2024) - [j12]Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). Ecol. Informatics 82: 102709 (2024) - [j11]Javier Del Ser
, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez
, Francisco Herrera, Anna Saranti
, Andreas Holzinger
:
On generating trustworthy counterfactual explanations. Inf. Sci. 655: 119898 (2024) - [j10]Carl Orge Retzlaff, Srijita Das, Christabel Wayllace
, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger:
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. J. Artif. Intell. Res. 79: 359-415 (2024) - [j9]Jacqueline Michelle Metsch
, Anna Saranti, Alessa Angerschmid
, Bastian Pfeifer, Vanessa Klemt, Andreas Holzinger
, Anne-Christin Hauschild
:
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. J. Biomed. Informatics 150: 104600 (2024) - [d2]Sarah Wagner
, Alessa Angerschmid
, Anna Saranti, Christoph Gollob
, Tim Ritter
, Ralf Krassnitzer, Andreas Tockner
, Sarah Witzmann
, Andreas Holzinger
, Karl Stampfer
, Arne Nothdurft
:
col-LAUT - Colorized point clouds of marked trees collected with Terrestrial and Personal laser scanning from Austrian forest stands. Zenodo, 2024 - 2023
- [j8]Bastian Pfeifer
, Hryhorii Chereda
, Roman Martin
, Anna Saranti
, Sandra Clemens, Anne-Christin Hauschild
, Tim Beißbarth, Andreas Holzinger
, Dominik Heider:
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. Bioinform. 39(10) (2023) - [j7]Andreas Holzinger
, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller
:
Toward human-level concept learning: Pattern benchmarking for AI algorithms. Patterns 4(8): 100788 (2023) - [c14]Arne Gevaert
, Anna Saranti
, Andreas Holzinger
, Yvan Saeys
:
Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. CD-MAKE 2023: 13-30 - [c13]Andreas Holzinger
, Anna Saranti, Anne-Christin Hauschild
, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger
, Heimo Müller, Jan Baumbach, Bastian Pfeifer:
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. CD-MAKE 2023: 45-64 - [d1]Bastian Pfeifer
, Hryhorii Chereda
, Roman Martin
, Anna Saranti
, Sandra Clemens
, Anne-Christin Hauschild
, Tim Beißbarth
, Andreas Holzinger
, Dominik Heider
:
Ensemble-GNN: Source Code and Data. Zenodo, 2023 - [i6]Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Anna Saranti, Andreas Holzinger, Przemyslaw Biecek:
Explainable AI with counterfactual paths. CoRR abs/2307.07764 (2023) - [i5]Hubert Baniecki, Maciej Chrabaszcz, Andreas Holzinger, Bastian Pfeifer, Anna Saranti, Przemyslaw Biecek:
Be Careful When Evaluating Explanations Regarding Ground Truth. CoRR abs/2311.04813 (2023) - 2022
- [j6]Bettina Finzel
, Anna Saranti
, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger:
Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. Künstliche Intell. 36(3): 271-285 (2022) - [j5]Anna Saranti
, Miroslav Hudec
, Erika Mináriková
, Zdenko Takác
, Udo Großschedl, Christoph Koch, Bastian Pfeifer
, Alessa Angerschmid
, Andreas Holzinger
:
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. Mach. Learn. Knowl. Extr. 4(4): 924-953 (2022) - [j4]Andreas Holzinger
, Anna Saranti
, Alessa Angerschmid
, Carl Orge Retzlaff
, Andreas Gronauer
, Vladimir Pejakovic
, Francisco Medel-Jimenez
, Theresa Krexner
, Christoph Gollob
, Karl Stampfer
:
Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. Sensors 22(8): 3043 (2022) - [c12]Ferdinand Hönigsberger
, Anna Saranti
, Alessa Angerschmid
, Carl Orge Retzlaff
, Christoph Gollob
, Sarah Witzmann
, Arne Nothdurft
, Peter Kieseberg
, Andreas Holzinger
, Karl Stampfer
:
Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. CD-MAKE 2022: 362-375 - 2021
- [j3]Andreas Holzinger
, Bernd Malle
, Anna Saranti
, Bastian Pfeifer:
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. Inf. Fusion 71: 28-37 (2021) - [j2]Miroslav Hudec, Erika Mináriková
, Radko Mesiar, Anna Saranti
, Andreas Holzinger
:
Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. Knowl. Based Syst. 220: 106916 (2021) - [i4]Andreas Holzinger, Anna Saranti
, Heimo Müller:
KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. CoRR abs/2103.00519 (2021) - [i3]Julian O. Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga I. Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus D. Bloice, Nina C. Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller
, Anastasia Pustozerova, Richard Röttger, Anna Saranti
, Harald H. H. W. Schmidt, Christof Tschohl, Nina Kerstin Wenke, Jan Baumbach:
The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. CoRR abs/2105.05734 (2021) - [i2]Bastian Pfeifer, Anna Saranti
, Andreas Holzinger:
Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. CoRR abs/2108.11674 (2021) - [i1]Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur S. d'Avila Garcez, Natalia Díaz Rodríguez:
A Practical Tutorial on Explainable AI Techniques. CoRR abs/2111.14260 (2021) - 2020
- [c11]Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
:
Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. CD-MAKE 2020: 499-515 - [c10]Andreas Holzinger
, Anna Saranti
, Christoph Molnar
, Przemyslaw Biecek
, Wojciech Samek
:
Explainable AI Methods - A Brief Overview. xxAI@ICML 2020: 13-38 - [c9]Anna Saranti, Simon Streit, Heimo Müller
, Deepika Singh, Andreas Holzinger
:
Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. ISMIS (Industrial Paper) 2020: 59-68 - [c8]Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti
, Andreas Holzinger:
Classification and Visualization of Patterns in Medical Images. IV 2020: 639-643
2010 – 2019
- 2019
- [c7]Anna Saranti
, Behnam Taraghi, Martin Ebner
, Andreas Holzinger:
Insights into Learning Competence Through Probabilistic Graphical Models. CD-MAKE 2019: 250-271 - 2016
- [c6]Behnam Taraghi, Anna Saranti
, Robert Legenstein, Martin Ebner
:
Bayesian modelling of student misconceptions in the one-digit multiplication with probabilistic programming. LAK 2016: 449-453 - 2015
- [j1]Behnam Taraghi, Anna Saranti, Martin Ebner, Vinzent Müller, Arndt Großmann:
Towards a Learning-Aware Application Guided by Hierarchical Classification of Learner Profiles. J. Univers. Comput. Sci. 21(1): 93-109 (2015) - 2014
- [c5]Behnam Taraghi, Anna Saranti, Martin Ebner
, Arndt Großmann, Vinzent Müller:
Adaptive Learner Profiling Provides the Optimal Sequence of Posed Basic Mathematical Problems. EC-TEL 2014: 592-593 - [c4]Behnam Taraghi, Anna Saranti, Martin Ebner
, Martin Schön:
Markov Chain and Classification of Difficulty Levels Enhances the Learning Path in One Digit Multiplication. HCI (14) 2014: 322-333 - [c3]Behnam Taraghi, Martin Ebner
, Anna Saranti, Martin Schön:
On using markov chain to evidence the learning structures and difficulty levels of one digit multiplication. LAK 2014: 68-72
2000 – 2009
- 2009
- [c2]Anna Saranti, Gerhard Eckel, David Pirrò
:
Quantum Harmonic Oscillator Sonification. CMMR/ICAD 2009: 184-201 - 2008
- [c1]Anna Saranti, Manuela Meier:
"Underground sounds" Experimenting with the sounds of Earthquakes. ICMC 2008
Coauthor Index
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last updated on 2024-08-05 20:19 CEST by the dblp team
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