Poverty measurement with contaminated data: A robust approach

被引:27
作者
Cowell, FA
VictoriaFeser, MP
机构
[1] Distributional Anal. Res. Programme, STICERD, London Sch. of Econ. and Polit. Sci., London WC2A 2AE, Houghton Street
关键词
poverty; inequality; robustness; influence function;
D O I
10.1016/0014-2921(95)00048-8
中图分类号
F [经济];
学科分类号
02 ;
摘要
We examine the sensitivity of poverty indices to data contamination using the concept of the influence function, and demonstrate that an important commonly used subclass of poverty measures will be robust under data contamination. This is illustrated using simulations. In this respect poverty and inequality indices have fundamentally different robustness properties. We investigate both the case where the poverty line is exogenously fixed and where it must be estimated from the data.
引用
收藏
页码:1761 / 1771
页数:11
相关论文
共 50 条
  • [41] SMSPL: Robust Multimodal Approach to Integrative Analysis of Multiomics Data
    Yang, Ziyi
    Wu, Naiqi
    Liang, Yong
    Zhang, Hui
    Ren, Yanqiong
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (04) : 2082 - 2095
  • [42] Robust forecasting of mortality and fertility rates: A functional data approach
    Hyndman, Rob J.
    Ullah, Md. Shahid
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (10) : 4942 - 4956
  • [43] Remittance inflows and poverty Nexus in Botswana: a multivariate approach
    Musakwa, Mercy T.
    Odhiambo, Nicholas M.
    JOURNAL OF SUSTAINABLE FINANCE & INVESTMENT, 2022, 12 (02) : 475 - 489
  • [44] Predicting Multidimensional Poverty with Machine Learning Algorithms: An Open Data Source Approach Using Spatial Data
    Muneton-Santa, Guberney
    Carlos Manrique-Ruiz, Luis
    SOCIAL SCIENCES-BASEL, 2023, 12 (05):
  • [45] Tourism and poverty: an analysis of the data envelope for municipalities in Mexico
    Kido-Cruz, Antonio
    Cruz-Perez, Juan Pablo
    Ortiz-Zavala, Alberto
    INQUIETUD EMPRESARIAL, 2021, 21 (02): : 85 - 95
  • [46] Poverty as a Vector of Global and Domestic Insecurity: A Regulatory Approach
    Bonet, Jordi
    REVISTA DE ESTUDIOS EN SEGURIDAD INTERNACIONAL-RESI, 2022, 8 (02): : 1 - 21
  • [47] Poverty and Inequality in the Rural Brazilian Amazon: A Multidimensional Approach
    Gilvan R. Guedes
    Eduardo S. Brondízio
    Alisson F. Barbieri
    Resende Anne
    Rodrigo Penna-Firme
    Álvaro O. D’Antona
    Human Ecology, 2012, 40 : 41 - 57
  • [48] Edge Data Deduplication Under Uncertainties: A Robust Optimization Approach
    Luo, Ruikun
    He, Qiang
    Xu, Mengxi
    Chen, Feifei
    Wu, Song
    Yang, Jing
    Gao, Yuan
    Jin, Hai
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2025, 36 (01) : 84 - 95
  • [49] Robust Adaptive Beamforming Based on Linearly Modified Atomic-Norm Minimization With Target Contaminated Data
    Zhang, Xinyu
    Jiang, Weidong
    Huo, Kai
    Liu, Yongxiang
    Li, Xiang
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2020, 68 : 5138 - 5151
  • [50] Poverty Measurement: We Know Less than Policy Makers Realize
    Gibson, John
    ASIA & THE PACIFIC POLICY STUDIES, 2016, 3 (03): : 430 - 442