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The article reviews the history of well-being to gauge how subjective question surveys can improve our understanding of well-being in Mexico. The research uses data at the level of the 32 federal entities or States, taking advantage of the…

计量经济学 · 经济学 2020-04-27 Jeremy Heald , Erick Treviño Aguilar

What predicts the evolution over time of subjective well-being? We correlate the trends of subjective well-being with the trends of social capital and/or GDP. We find that in the long and medium run social capital largely predicts the…

经济学 · 定量金融 2014-11-11 Stefano Bartolini , Francesco Sarracino

Using 2.6 billion geolocated social-media posts (2014-2022) and a fine-tuned generative language model, we construct county-level indicators of life satisfaction and happiness for the United States. We document an apparent rural-urban…

社会与信息网络 · 计算机科学 2025-11-14 Stefano Maria Iacus , Giuseppe Porro

This research develops a socioeconomic health index for nations through a model-based approach which incorporates spatial dependence and examines the impact of a policy through a causal modeling framework. As the gross domestic product…

应用统计 · 统计学 2019-11-11 F. Swen Kuh , Grace S. Chiu , Anton H. Westveld

Longitudinal analysis is important in many disciplines, such as the study of behavioral transitions in social science. Only very recently, feature selection has drawn adequate attention in the context of longitudinal modeling. Standard…

统计方法学 · 统计学 2016-10-26 Tingyang Xu , Jiangwen Sun , Jinbo Bi

Quantile regression is a statistical method for estimating conditional quantiles of a response variable. In addition, for mean estimation, it is well known that quantile regression is more robust to outliers than $l_2$-based methods. By…

统计方法学 · 统计学 2021-08-18 Steven Siwei Ye , Oscar Hernan Madrid Padilla

We employ a flexible parametric model to estimate global income, health, and education distributions from 1980 to 2015. Using these marginal distributions within a copula-based framework, we construct a global joint distribution of…

应用统计 · 统计学 2024-10-31 Koen Decancq , Vanesa Jorda

Quantile regression has demonstrated promising utility in longitudinal data analysis. Existing work is primarily focused on modeling cross-sectional outcomes, while outcome trajectories often carry more substantive information in practice.…

统计方法学 · 统计学 2018-06-19 Huijuan Ma , Limin Peng , Haoda Fu

This paper aims to enhance our understanding of substantive questions regarding self-reported happiness and well-being through the specification and use of multi-level models. To date, there have been numerous quantitative research studies…

应用统计 · 统计学 2012-03-29 Dimitris Ballas , Mark Tranmer

The achievement of the 2030 Sustainable Development Goals (SDGs) is dependent upon strategic resource distribution. We propose a causal discovery framework using Panel Vector Autoregression, along with both country-specific fixed effects…

Linear quantile regression models aim at providing a detailed and robust picture of the (conditional) response distribution as function of a set of observed covariates. Longitudinal data represent an interesting field of application of such…

统计方法学 · 统计学 2015-07-30 Maria Francesca Marino , Nikos Tzavidis , Marco Alfo'

In this paper we propose the adaptive lasso for predictive quantile regression (ALQR). Reflecting empirical findings, we allow predictors to have various degrees of persistence and exhibit different signal strengths. The number of…

计量经济学 · 经济学 2024-06-05 Rui Fan , Ji Hyung Lee , Youngki Shin

Many complex disease syndromes such as asthma consist of a large number of highly related, rather than independent, clinical phenotypes, raising a new technical challenge in identifying genetic variations associated simultaneously with…

机器学习 · 统计学 2008-11-16 Seyoung Kim , Kyung-Ah Sohn , Eric P. Xing

Health outcomes, such as body mass index and cholesterol levels, are known to be dependent on age and exhibit varying effects with their associated risk factors. In this paper, we propose a novel framework for dynamic modeling of the…

机器学习 · 统计学 2023-08-09 Seyoung Park , Eun Ryung Lee , Hyokyoung G. Hong

Quantile treatment effects (QTEs) can characterize the potentially heterogeneous causal effect of a treatment on different points of the entire outcome distribution. Propensity score (PS) methods are commonly employed for estimating QTEs in…

统计方法学 · 统计学 2023-08-15 Yahang Liu , Kecheng Wei , Chen Huang , Yongfu Yu , Guoyou Qin

We present details of the analysis of the nonlinear quality of life index for 171 countries. This index is based on four indicators: GDP per capita by Purchasing Power Parities, Life expectancy at birth, Infant mortality rate, and…

神经与进化计算 · 计算机科学 2014-07-25 A. Zinovyev , A. N. Gorban

We propose a quantile random-coefficient regression with interactive fixed effects to study the effects of group-level policies that are heterogeneous across individuals. Our approach is the first to use a latent factor structure to handle…

计量经济学 · 经济学 2024-11-06 Ruofan Xu , Jiti Gao , Tatsushi Oka , Yoon-Jae Whang

This article uses data of subjective Life Satisfaction aggregated to the community level in Canada and examines the spatial interdependencies and spatial spillovers of community happiness. A theoretical model of utility is presented. Using…

综合经济学 · 经济学 2020-07-24 Thanasis Ziogas , Dimitris Ballas , Sierdjan Koster , Arjen Edzes

Subjective well-being is a key metric in economic, medical, and policy decision-making. As artificial intelligence provides scalable tools for modelling human outcomes, it is crucial to evaluate whether large language models (LLMs) can…

人机交互 · 计算机科学 2025-07-09 Pat Pataranutaporn , Nattavudh Powdthavee , Chayapatr Archiwaranguprok , Pattie Maes

Quantile regression is a very important tool to explore the relationship between the response variable and its covariates. Motivated by mean regression with LASSO for compositional covariates proposed by Lin et al. (2014), we consider…

统计方法学 · 统计学 2020-06-02 Xuejun Ma , Ping Zhang
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