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XAI

Explaining Visual Classification using Attributes

The performance of deep Convolutional Neural Networks (CNN) has been reaching or even exceeding the human level on large number of...

XAI

Design Space Exploration of Deep Learning Models for embedded vision and health devices

Deep Neural Networks (DNNs) suffer from energy-hungry implementation due to their computation and memory intensive processing...

XAI

Explainable AI in process of complexity reduction of DL models and in boosting theirs performance

The performance of AI systems based on deep learning models is exceeding the human level on an increasing number of tasks like...

XAI

Explainable Machine Learning based on Instances

Example-based explanation methods select particular instances of the dataset to explain the behavior of machine learning models or...

XAI

Explainable AI and regulatory framework

European regulations require that products marketed in the territory must be safe and reliable. In this context, it is necessary...

XAI

History-Aware Explainability in Self-adaptation using Temporal Models

On the one hand, there has been a growing interest towards the application of AI-based for self-adaptation under uncertainty. On...

XAI

History-Aware Explainability in Self-adaptation using Temporal Models

On the one hand, there has been a growing interest towards the application of AI-based for self-adaptation under uncertainty. On...

XAI

Smart Spaces Lab infrastructure

We highlight the infrastructure available in our Smart Spaces lab, the projects which have been run with it, as well as other...

CES

Machine Intelligence for Smart Water System

The freshwater resources have been constantly depleting worldwide and it is forecasted that several countries will face acute...

CES

Cloud-based Federated Learning for Environmental Data

Analysis of environmental data is the key to most computational approaches for sustainability. However, such data feature complex...

CES

The role of Semantic web in Biodiversity data management

The biodiversity research discipline studies the totality and variability of organisms, their morphology and genetics, life...

CES

Visualisation and crowdsourcing tools for quantitative studies

Data-driven environmental sustainability should consider not just getting more data, but smarter representation of data. Today's...

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