Cecilia Panigutti

Publications6
h-index3
Citations42
Highly Influential Citations3
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Doctor XAI: an ontology-based approach to black-box sequential data classification explanations
TLDR
We introduce Doctor XAI, a model-agnostic explainability technique able to deal with multi-labeled, sequential, ontology-linked data. Expand
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Assessing the use of mobile phone data to describe recurrent mobility patterns in spatial epidemic models
The recent availability of large-scale call detail record data has substantially improved our ability of quantifying human travel patterns with broad applications in epidemiology. Notwithstanding a… Expand
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Explaining Multi-label Black-Box Classifiers for Health Applications
TLDR
In this paper we address the problem of explaining the decision taken by a multilabel black box classifier by providing “meaningful explanations of the logic involved in the decision process. Expand
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  • PDF
FairLens: Auditing Black-box Clinical Decision Support Systems
TLDR
We introduce FairLens, a methodology for discovering and explaining biases. Expand
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  • PDF
Monte Carlo simulations of the Ising model on lattices and power law networks
The Ising model is a paradigmatic example of interactions in complex systems. Though it was initially conceived as a mathematical model for ferromagnetism, it has been used in socio-economic contexts… Expand
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