AIMC Topic: Population

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Creating artificial human genomes using generative neural networks.

PLoS genetics Feb 4, 2021
Generative models have shown breakthroughs in a wide spectrum of domains due to recent advancements in machine learning algorithms and increased computational power. Despite these impressive achievements, the ability of generative models to create re...
Alleles Markov Chains Polymorphism, Single Nucleotide Algorithms Databases, Genetic Databases, Factual Chromosomes, Human, Pair 15 Neural Networks, Computer HapMap Project Genome, Human Machine Learning Population Computer Simulation Deep Learning Humans
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Network inference from population-level observation of epidemics.

Scientific reports Nov 2, 2020
Using the continuous-time susceptible-infected-susceptible (SIS) model on networks, we investigate the problem of inferring the class of the underlying network when epidemic data is only available at population-level (i.e., the number of infected ind...
Communicable Diseases Computer Simulation Humans Neural Networks, Computer Epidemics Population Models, Statistical Bayes Theorem
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Location of sources in reaction-diffusion equations using support vector machines.

PloS one Dec 5, 2019
The reaction-diffusion equation serves to model systems in the diffusion regime with sources. Specific applications include diffusion processes in chemical reactions, as well as the propagation of species, diseases, and populations in general. In som...
Models, Biological Diffusion Population Disease Vectors Disease Outbreaks Support Vector Machine Animals Communicable Diseases
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Using deep learning and Google Street View to estimate the demographic makeup of neighborhoods across the United States.

Proceedings of the National Academy of Sciences of the United States of America Nov 28, 2017
The United States spends more than $250 million each year on the American Community Survey (ACS), a labor-intensive door-to-door study that measures statistics relating to race, gender, education, occupation, unemployment, and other demographic facto...
Humans Demography Satellite Imagery Socioeconomic Factors Population Machine Learning Automobiles United States
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AIDS causes sharp rise in number of Brazilian orphans.

AIDS weekly plus Oct 28, 1996
An estimated 183,000 Brazilian children are at risk of losing their mothers to AIDS, according to a survey released. The survey, sponsored by UNICEF, was conducted by the John Snow Institute. Survey estimates are that 10,600 Brazilian children younge...
Population Characteristics Social Welfare South America Latin America Developing Countries Population Disease Foster Home Care Population Dynamics Virus Diseases Mortality Child Adolescent Demography Americas Brazil Acquired Immunodeficiency Syndrome HIV Infections Age Factors Economics
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