Measuring human activity spaces from GPS data with density ranking and summary curves
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Publication:2179974
DOI10.1214/19-AOAS1311zbMath1439.62249arXiv1708.05017OpenAlexW3016288971MaRDI QIDQ2179974
Publication date: 13 May 2020
Published in: The Annals of Applied Statistics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1708.05017
kernel density estimationtopological data analysishuman mobilityactivity spaceglobal positioning systems (GPS)space-time geography
Density estimation (62G07) Applications of statistics to social sciences (62P25) Topological data analysis (62R40)
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A data-adaptive method for estimating density level sets under shape conditions ⋮ Measuring human activity spaces from GPS data with density ranking and summary curves ⋮ Nonparametric estimation of highest density regions for COVID-19
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Cites Work
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- Bandwidth selection for kernel density estimators of multivariate level sets and highest density regions
- Geometry of measures in \(R^ n:\) Distribution, rectifiability, and densities
- Optimal rates for plug-in estimators of density level sets
- Generalized density clustering
- Minimum volume sets and generalized quantile processes
- Computational homology
- Level sets and minimum volume sets of probability density functions.
- Mass volume curves and anomaly ranking
- Measuring human activity spaces from GPS data with density ranking and summary curves
- Functional summaries of persistence diagrams
- Generalized cluster trees and singular measures
- Asymptotic normality of plug-in level set estimates
- The Accumulated Persistence Function, a New Useful Functional Summary Statistic for Topological Data Analysis, With a View to Brain Artery Trees and Spatial Point Process Applications
- Topology and data
- Estimation of density level sets with a given probability content
- Barcodes: The persistent topology of data
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