Estimating the success of re-identifications in incomplete datasets using generative models
We propose a generative copula-based method that can accurately estimate the likelihood of a specific person being correctly re-identified. Data-driven research raises legitimate privacy concerns, and anonymizing datasets through de-identification and sampling before sharing them is the main tool used to address those concerns.
Personal data has tremendous potential for good, but it also raises legitimate privacy concerns. In the wrong hands, sensitive data can be used for blackmailing, surveillance, social engineering, or identity theft. Today’s data protection laws require that each and every person in a dataset be protected in order for the dataset to be considered anonymous.
What are the demographics of AGInG?
In the United States today, there are more than 46 million older adults aged 65 and up; by 2050, that number is expected to rise to nearly 90 million, with an increase of nearly 18 million between 2020 and 2030, when the last of the baby boom cohorts reaches the age of 65.
Are seniors a demographic?
The elderly population is defined as people aged 65 and up, and the dependent population share is calculated as the total elderly and youth population divided by the total population.
Which ethnic group has the highest percentage of elderly people?
Older people who identified as American Indian and Alaska Native, Native Hawaiian and Other Pacific Islander, and Some Other Race made up less than 1% of those 65 and older, while Whites made up the highest percentage of the population at 81 percent among those 85 and older.
Is Massachusetts a poor state?
Massachusetts is one of the wealthiest states in the country, so we should be able to provide a basic standard of living for everyone. But, according to new data released yesterday by the US Census Bureau, Massachusetts has a poverty rate higher than 24 other states. Earn less than that, and you’re officially poor.
What is considered a good salary in Boston?
If you’re moving to Boston, you’ll need a household income of $120,900, which can vary depending on the number of bedrooms you require. The $120,900 income figure is based on a 2-bedroom apartment with a monthly rent of $2,900.
What percentage of our population is elderly?
In 2016 (the most recent year for which data are available), the population aged 65 and up in the United States totaled 49.2 million, accounting for 15.2% of the population, or roughly one in every seven Americans.
What is considered low-income for seniors in Canada?
This is a monthly benefit paid to low-income seniors to supplement their OAS/GIS pension. It is currently available to single seniors with a total annual income of $29,285 or less, and couples with a combined annual income of $47,545 or less.
Which Canadian city has the most seniors?
The senior population in Canada is unevenly distributed across the provinces, with the highest concentration in the Atlantic provinces, with Nova Scotia having the highest proportion of seniors (16.6%), followed by New Brunswick (16.5%), and Prince Edward Island (16.3%).
Which group has the highest income in old age?
Asians have the highest median family income, followed by whites, Hispanics, and blacks. NOTE: Family income for people 65 and up is higher than income for people 65 and up because it includes income from all family members, not just a spouse.
What age is elderly in the US?
The u201celderlyu201d have traditionally been defined as people aged 65 and up.
Which of the following is a leading cause of death in elderly people?
According to the National Center for Health Statistics, the leading causes of death among adults 65 and older in the United States in 2019 were heart disease, cancer, chronic lower respiratory diseases, stroke, and Alzheimer’s disease.