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Prodotti recenti

Learning fair models and representations

Machine learning based systems and products are reaching society at large in many aspects of everyday life, including financial lending, online advertising, pretrial and immigration detention, child maltreatment screening, health care, social services, and education. This phenomenon has been accompanied by an increase in concern about the ethical issues that may rise from the adoption of these technologies. In response to this concern, a new area of machine learning has recently emerged that ...

General Fair Empirical Risk Minimization

We tackle the problem of algorithmic fairness, where the goal is to avoid the unfairly influence of sensitive information, in the general context of regression with possible continuous sensitive attributes. We extend the framework of fair empirical risk minimization of [1] to this general scenario, covering in this way the whole standard supervised learning setting. Our generalized fairness measure reduces to well known notions of fairness available in literature. We derive learning guarantee...

FrEX: Extracting Property Expropriation Frame Entities from Real Cases

We describe FrEX, a Frame Entity eXtractor for real estate property expropriation cases rooted in Frame Semantics and heavily exploiting Natural Language Processing approaches. FrEX has been tested on 24 real, non anonymized cases shared with us by the Tribunal of Milan, described by almost 1000 PDF documents. FrEX results were compared with the relevant entities associated with those cases, namely debtors, creditors, lawyers, judges, experts, cadastral data of the property to be expropriate...

Transcultural Health-Aware Guides for the Elderly

In this brief position paper, we present our vision for using software agents and related technologies to address the growing need of transcultural health-aware “Guides” for the elderly, an increasingly important topic given the clear trend of population ageing. Such autonomous intelligent guides are employed in smart living/city infrastructures to give emotional and healthcare support for the elderly wherever they are, whether at home, outdoors, or in hospital. The main purpose is to help a...

A first checklist of the alien-dominated vegetation in Italy

This study provides a first step toward the knowledge of the alien-dominated and codominated plant communities present in Italy. The first ever checklist of the alien phytocoenoses described or reported in literature for the Italian territory has been compiled, produced by data-mining in national and local thematic literature. The resulting vegetation-type draft-list has been checked in the light of the most recent syntaxonomic documentation and updated with regards to syntaxonomy and nomencl...

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