EXPLAINABILITY 2024, The First International Conference on Systems Explainability

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Type: conference

Notes: IARIA Conference.

Editors:
Petre Dini, IARIA, USA/EU

ISBN: 978-1-68558-215-9

Location: Valencia, Spain

Dates: from November 17, 2024 to November 21, 2024

Articles: there are 8 articles

A Two-Dimensional Computational Model for DNA/RNA Classification
Dorota Bielińska-Wąż and Piotr Wąż
keywords: bioinformatics; machine learning; decision trees; descriptors

3D-Dynamic Representation of DNA/RNA Sequences: A Review
Piotr Wąż and Dorota Bielińska-Wąż
keywords: supervised learning; bioinformatics; biostatistics; graphical methods; machine learning; random forest; Boruta algorithm

Explain Yourself
Holger Ziekow, Peter Schanbacher, and Valentin Göttisheim
keywords: Explainable AI; Machine Learning; Neural Networks; Shapley value approximation.

Explainable Facial Emotion Recognition with the use of Vision Transformers
Isidoros Perikos, Ioannis Kollias, Vaggelis Kapoulas, and Michael Paraskevas
keywords: Facial Emotion Recognition; Vision Transformers (ViT); Explainability; Temporal Convolutional Network (TCN);

An XAI Approach on the Capacity of Transformers to Learn Time Dependencies in Time Series Forecasting
Alberto Miño Calero, Adil Rasheed, and Anastasios M. Lekkas
keywords: Transformers; Time Series; Deep Learning; XAI; SHAP.

A Medical Decision Support System for Explainable Multimodal Detection of Non-Small Cell Lung Cancer Using Clinical and PET Data
Anna Feleki, Nikolaos Papandrianos, Ioannis Apostolopoulos, Elpiniki Papageorgiou, Nikolaos Papathanasiou, Dimitrios Apostolopoulos, Jose Maria Alonso Moral, and Javier Andreu-Perez Andreu-Perez
keywords: Fuzzy Cognitive Maps; Non-small Cell Lung Cancer; Particle Swarm Optimization; Genetic Algorithm

Analyzing Complex Models by Orthogonal Input-Output Decompositions
Pavel Loskot
keywords: Explainability; model-agnostic; multivariate function; orthogonal decomposition; Sobol's decomposition

The Graph Model of Combinatory Logic as a Model for Explainability
Thomas Fehlmann and Eberhard Kranich
keywords: Chain-of-Thought (CoT); Artificial General Intelligence (AGI); Artificial Neural Networks (ANN); Combinatory Logic; Quality Function Deployment (QFD)