nevada
0.2.0Network-Valued Data Analysis
Overview
A flexible statistical framework for network-valued data analysis. It leverages the complexity of the space of distributions on graphs by using the permutation framework for inference as implemented in the 'flipr' package. Currently, only the two-sample testing problem is covered and generalization to k samples and regression will be added in the future as well. It is a 4-step procedure where the user chooses a suitable representation of the networks, a suitable metric to embed the representation into a metric space, one or more test statistics to target specific aspects of the distributions to be compared and a formula to compute the permutation p-value. Two types of inference are provided: a global test answering whether there is a difference between the distributions that generated the two samples and a local test for localizing differences on the network structure. The latter is assumed to be shared by all networks of both samples. References: Lovato, I., Pini, A., Stamm, A., Vantini, S. (2020) "Model-free two-sample test for network-valued data" doi:10.1016/j.csda.2019.106896; Lovato, I., Pini, A., Stamm, A., Taquet, M., Vantini, S. (2021) "Multiscale null hypothesis testing for network-valued data: Analysis of brain networks of patients with autism" doi:10.1111/rssc.12463.
Install
Health
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- NOTE2026-04-223 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- ERROR2026-04-183 OK · 10 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
- NOTE2026-03-103 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 97%
- Return-value docs
- 100%
- References docs
- 0%
Downloads
Repository
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Dependencies
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Code & Tests
People & History
2 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 0.2.0Latest
- unarchivedReturned to CRAN2023-09-03
- RR 4.3.0 released · 2023-04-21
- archivedRemoved from CRAN2022-07-11requires archived package 'flipr'
- RR 4.2.0 released · 2022-04-22
- 0.1.02021-09-25
- RR 4.1.0 released · 2021-05-18
Package metadata
- First published
- 2021-09-25
- Total releases
- 2 / 5 yrs
- License
- GPL (>= 3) OSI
- Download size
- 150 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
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