Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions

Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI

(2021) Andreas Holzinger et al.   Information Fusion

Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to?

(2019) Alberto Fernandez et al.   IEEE Computational Intelligence Magazine

Causability and explainabilty of artificial intelligence in medicine

(2019) Andreas Holzinger et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Concise Fuzzy System Modeling Integrating Soft Subspace Clustering and Sparse Learning

(2019) Peng Xu et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Fuzzy functional dependencies and linguistic interpretations employed in knowledge discovery tasks from relational databases

(2019) Miljan Vučetić et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

The axiomatization of asymmetric disjunction and conjunction

(2019) Miroslav Hudec et al.   Information Fusion

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

(2019) Alejandro Barredo Arrieta et al.   Information Fusion

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Multi-View Fuzzy Logic System with the Cooperation between Visible and Hidden Views

(2018) Te Zhang et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Interactive machine learning: experimental evidence for the human in the algorithmic loop

(2018) Andreas Holzinger et al.   APPLIED INTELLIGENCE

Data-Driven Elastic Fuzzy Logic System Modeling: Constructing a Concise System with Human-like Inference Mechanism

(2017) Jiangbin Zhang et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Classification of breast cancer histology images using Convolutional Neural Networks

(2017) Teresa Araújo et al.   PLoS One

Minimax Probability TSK Fuzzy System Classifier: A More Transparent and Highly Interpretable Classification Model

(2015) Zhaohong Deng et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

(2015) Tjeerd van der Ploeg et al.   BMC Medical Research Methodology

Integration of data selection and classification by fuzzy logic

(2012) Miroslav Hudec et al.   EXPERT SYSTEMS WITH APPLICATIONS

Interpretability constraints for fuzzy information granulation

(2008) C. Mencar et al.   INFORMATION SCIENCES