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As we gain access to a greater depth and range of health-related information about individuals, three questions arise: (1) Can we build better models to predict individual-level risk of ill health? (2) How much data do we need to…

Machine Learning · Statistics 2021-04-27 Mark Green

Mobile phone communication as digital service generates ever-increasing datasets of human communication actions, which in turn allow us to investigate the structure and evolution of social interactions and their networks. These datasets can…

Physics and Society · Physics 2015-06-11 Vasyl Palchykov , János Kertész , Robin I. M. Dunbar , Kimmo Kaski

This study leverages mobile phone data to analyze human mobility patterns in developing countries, especially in comparison to more industrialized countries. Developing regions, such as the Ivory Coast, are marked by a number of factors…

Social and Information Networks · Computer Science 2014-01-23 Alexander Amini , Kevin Kung , Chaogui Kang , Stanislav Sobolevsky , Carlo Ratti

The persistence of poverty is not well explained by who is poor. We argue the relevant object of measurement is trappedness--expected escape time from deprivation--which varies systematically across institutional environments and is…

General Economics · Economics 2026-03-20 Isaak Mengesha , Debraj Roy

The explosion of mobile phone communications in the last years occurs at a moment where data processing power increases exponentially. Thanks to those two changes in a global scale, the road has been opened to use mobile phone…

Computers and Society · Computer Science 2020-03-17 Martin Fixman , Ariel Berenstein , Jorge Brea , Martin Minnoni , Matias Travizano , Carlos Sarraute

The ubiquity of smartphone usage in many people's lives make it a rich source of information about a person's mental and cognitive state. In this work we analyze 12 weeks of phone usage data from 113 older adults, 31 with diagnosed…

Machine Learning · Computer Science 2019-11-14 Jonas Rauber , Emily B. Fox , Leon A. Gatys

The increasing use of electronic forms of communication presents new opportunities in the study of mental health, including the ability to investigate the manifestations of psychiatric diseases unobtrusively and in the setting of patients'…

Human-Computer Interaction · Computer Science 2018-03-28 Bokai Cao , Lei Zheng , Chenwei Zhang , Philip S. Yu , Andrea Piscitello , John Zulueta , Olu Ajilore , Kelly Ryan , Alex D. Leow

Mental health conditions remain under-diagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications towards…

In this work, we explore the relationship between monetary poverty and production combining relatedness theory, graph theory, and regression analysis. We develop two measures at product level that capture short-run and long-run patterns of…

General Economics · Economics 2021-08-25 Vanessa Echeverri , Juan C. Duque , Daniel E. Restrepo

Statistics on migration flows are often derived from census data, which suffer from intrinsic limitations, including costs and infrequent sampling. When censuses are used, there is typically a time gap - up to a few years - between the data…

Computers and Society · Computer Science 2021-06-01 Massimiliano Luca , Gianni Barlacchi , Nuria Oliver , Bruno Lepri

Patterns of mobile phone communications, coupled with the information of the social network graph and financial behavior, allow us to make inferences of users' socio-economic attributes such as their income level. We present here several…

Computers and Society · Computer Science 2020-02-27 Martin Fixman , Martin Minnoni , Carlos Sarraute

Mood inference with mobile sensing data has been studied in ubicomp literature over the last decade. This inference enables context-aware and personalized user experiences in general mobile apps and valuable feedback and interventions in…

Introduction. It is well known that social contact patterns differ from country to country. This variation coincides with significant socioeconomic heterogeneity that complicates the design of effective non-pharmaceutical interventions.…

Dynamical Systems · Mathematics 2023-03-31 Evans Kiptoo Korir , Zsolt Vizi

Cellular phones are now offering an ubiquitous means for scientists to observe life: how people act, move and respond to external influences. They can be utilized as measurement devices of individual persons and for groups of people of the…

Physics and Society · Physics 2015-06-12 Shao-Meng Qin , Hannu Verkasalo , Mikael Mohtaschemi , Tuomo Hartonen , Mikko Alava

The uneven distribution of wealth and individual economic capacities are among the main forces which shape modern societies and arguably bias the emerging social structures. However, the study of correlations between the social network and…

Social and Information Networks · Computer Science 2016-12-15 Yannick Leo , Eric Fleury , J. Ignacio Alvarez-Hamelin , Carlos Sarraute , Márton Karsai

For centuries quality of life was a subject of studies across different disciplines. However, only with the emergence of a digital era, it became possible to investigate this topic on a larger scale. Over time it became clear that quality…

Computers and Society · Computer Science 2015-07-14 Stanislav Sobolevsky , Emanuele Massaro , Iva Bojic , Juan Murillo Arias , Carlo Ratti

Poverty is a serious issue that harms humanity progression. The simplest solution is to use one-shirt-size policy to alleviate it. Nevertheless, each region has its unique issues, which require a unique solution to solve them. In the aspect…

Methodology · Statistics 2026-02-19 Irving Gómez-Méndez , Chainarong Amornbunchornvej

This work presents an approach for combining household demographic and living standards survey questions with features derived from satellite imagery to predict the poverty rate of a region. Our approach utilizes visual features obtained…

Loneliness is a widely affecting mental health symptom and can be mediated by and co-vary with patterns of social exposure. Using momentary survey and smartphone sensing data collected from 129 Android-using college student participants…

Can data from mobile phones be used to observe economic shocks and their consequences at multiple scales? Here we present novel methods to detect mass layoffs, identify individuals affected by them, and predict changes in aggregate…

Social and Information Networks · Computer Science 2015-05-27 Jameson L. Toole , Yu-Ru Lin , Erich Muehlegger , Daniel Shoag , Marta C. Gonzalez , David Lazer
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