Poverty is a multidimensional concept that is not only related to economic aspects but also to health status, consumption, social and context deprivation. In particular, older adults are likely to require help with some or everyday activities and the total costs of this help can be very high especially when they are alone and not in good health. In this work a heterogeneous dataset acquired to consider various aspects of health, environment, social networks, and quality of life of older people is considered as source of knowledge. A procedure to label this data, that also relies on the domain expert intervention, is here presented to overcome the lack of groundtruth data. On this labelled data, a three class classifier is proposed to predict a three level risk of poverty.
D'Adda, F., Cremaschi, M., Messina, E., Terraneo, M., Bandini, S., Gasparini, F. (2023). A Three Level Prediction of Multidimensional Poverty in Elderly. In Proceedings of the Italia Intelligenza Artificiale - Thematic Workshops co-located with the 3rd CINI National Lab AIIS Conference on Artificial Intelligence (Ital IA 2023) (pp.544-549). CEUR-WS.
A Three Level Prediction of Multidimensional Poverty in Elderly
D'Adda F.;Cremaschi M.;Messina E.;Terraneo M.;Bandini S.;Gasparini F.
2023
Abstract
Poverty is a multidimensional concept that is not only related to economic aspects but also to health status, consumption, social and context deprivation. In particular, older adults are likely to require help with some or everyday activities and the total costs of this help can be very high especially when they are alone and not in good health. In this work a heterogeneous dataset acquired to consider various aspects of health, environment, social networks, and quality of life of older people is considered as source of knowledge. A procedure to label this data, that also relies on the domain expert intervention, is here presented to overcome the lack of groundtruth data. On this labelled data, a three class classifier is proposed to predict a three level risk of poverty.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.