Social Services Diagnosis by Deep Learning

2019
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Authors: Emilio Serrano; Pedro del Pozo-Jiménez
Published in: Distributed Computing and Artificial Intelligence, 15th International Conference
Publisher: Springer International Publishing

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Abstract

Machine learning and Deep Learning are revolutionizing the field of medicine. These Artificial Intelligence technologies also have the potential to profoundly impact social services. This paper experiments with various architectures of deep artificial neural networks to diagnose cases of chronic social exclusion. The results improve on several metrics previous predictive models based on other machine learning paradigms such as logistic regression or random forests. These models, far from replacing social workers, allow them to be more responsive, efficient, and proactive.

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Title: Social Services Diagnosis by Deep Learning
Authors: Emilio Serrano
Pedro del Pozo-Jiménez
Publisher: Springer International Publishing
Book: Distributed Computing and Artificial Intelligence, 15th International Conference
Print ISBN: 978-3-319-94648-1

Electronic ISBN: 978-3-319-94649-8

Copyright Year: 2019
DOI: https://doi.org/10.1007/978-3-319-94649-8_38

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