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ORCIDDS 2024 - Part II: Pisa, Italy
- Dino Pedreschi
, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto:
Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part II. Lecture Notes in Computer Science 15244, Springer 2025, ISBN 978-3-031-78979-3
Tree-Based Models and Causal Discovery
- Fouad Alkhoury, Pascal Welke:
Splitting Stump Forests: Tree Ensemble Compression for Edge Devices. 3-18 - Amir Hossein Akhavan Rahnama, Pierre Geurts, Henrik Boström:
Faithfulness of Local Explanations for Tree-Based Ensemble Models. 19-33 - Hugo Bellamy, Ross D. King:
Random Forests for Heteroscedastic Data. 34-49 - Florian Beck, Johannes Fürnkranz, Van Quoc Phuong Huynh:
Learning Deep Rule Concepts as Alternating Boolean Pattern Trees. 50-64 - Konstantina Biza, Antonios Ntroumpogiannis, Sofia Triantafillou, Ioannis Tsamardinos:
ETIA: Towards an Automated Causal Discovery Pipeline. 65-80
Security and Anomaly Detection
- Pablo Torrijos, José A. Gámez, José M. Puerta:
FedGES: A Federated Learning Approach for Bayesian Network Structure Learning. 83-98 - Ermiyas Birihanu, Ayyoub Soullami, Imre Lendák:
Enhancing Industrial Control Systems Security: Real-Time Anomaly Detection with Uncertainty Estimation. 99-114 - Bahar Emami Afshar, Paula Branco, Tolga Kurt, Utku Görkem Ketenci, Hikmet Mazmanoglu:
ITERADE - ITERative Anomaly Detection Ensemble for Credit Card Fraud Detection. 115-133 - Thijs van Weezel, Famke van Ree, Tychon Bos, Patrick Bastiaanssen, Sibylle Hess:
Purifying Adversarial Examples Using an Autoencoder. 134-148 - Sieben Bocklandt, Vincent Derkinderen, Angelika Kimmig, Luc De Raedt:
Approximate Compression of CNF Concepts. 149-164
Computer Vision and Explainable AI
- Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli:
Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model. 167-182 - Vito Recchia, Giuseppina Andresini, Annalisa Appice, Gianpietro Fontana, Donato Malerba:
An Attention-Based CNN Approach to Detect Forest Tree Dieback Caused by Insect Outbreak in Sentinel-2 Images. 183-199 - Avinash Kori, Ben Glocker, Francesca Toni:
Explaining Image Classifiers with Visual Debates. 200-214 - Sean Park, Jörg Wicker, Katharina Dost:
Resource-Constrained Binary Image Classification. 215-230 - Roger Ferrod, Luigi Di Caro, Dino Ienco:
Towards a Multimodal Framework for Remote Sensing Image Change Retrieval and Captioning. 231-245
Classification Models
- Andrea Apicella, Salvatore Giugliano, Francesco Isgrò, Roberto Prevete:
Improving the Performance of Already Trained Classifiers Through an Automatic Explanation-Based Learning Approach. 249-266 - Lorenzo Volpi, Alejandro Moreo, Fabrizio Sebastiani:
A Simple Method for Classifier Accuracy Prediction Under Prior Probability Shift. 267-283 - Mohamed Karim Belaid, Maximilian Rabus, Eyke Hüllermeier:
Pairwise Difference Learning for Classification. 284-299
SoBigData++: City for Citizens and Explainable AI
- Matteo Böhm, Patricio Reyes, Mirco Nanni, Luca Pappalardo:
Explaining Urban Vehicle Emissions in Rome. 303-315 - Alessio Cascione, Mattia Setzu, Federico A. Galatolo, Mario G. C. A. Cimino, Riccardo Guidotti:
Interpretable Machine Learning for Oral Lesion Diagnosis Through Prototypical Instances Identification. 316-331 - Samuele Tonati, Marzio Di Vece, Roberto Pellungrini, Fosca Giannotti:
Ensemble Counterfactual Explanations for Churn Analysis. 332-347 - Andrea Fedele, Riccardo Guidotti, Dino Pedreschi:
This Sounds Like That: Explainable Audio Classification via Prototypical Parts. 348-363 - Federico Mazzoni, Simona Mazzarino, Giulio Rossetti:
TETRA: TExtual TRust Analyzer for a Gricean Approach to Social Networks. 364-378
SoBigData++: Societal Debates and Misinformation Analysis
- Luca Maiano, Martina Evangelisti, Silvia Bianchini, Aris Anagnostopoulos:
What's Real News Today? A Multimodal, Continual-Learning Approach for Detecting Fake News Over Time. 381-395 - Carmela Comito, Massimo Guarascio, Angelica Liguori, Giuseppe Manco, Francesco Sergio Pisani:
Beyond the Horizon: Using Mixture of Experts for Domain Agnostic Fake News Detection. 396-410 - Davide Perra, Andrea Failla, Giulio Rossetti:
Quantifying Attraction to Extreme Opinions in Online Debates. 411-424 - Salvatore Citraro, Valentina Pansanella, Giulio Rossetti:
Structure-Attribute Similarity Interplay in Diffusion Dynamics on Social Networks. 425-439
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