SignalY
1.1.1Signal Extraction from Panel Data via Bayesian Sparse Regression and Spectral Decomposition
Overview
Provides a comprehensive toolkit for extracting latent signals from panel data through multivariate time series analysis. Implements spectral decomposition methods including wavelet multiresolution analysis via maximal overlap discrete wavelet transform, Percival and Walden (2000) doi:10.1017/CBO9780511841040, empirical mode decomposition for non-stationary signals, Huang et al. (1998) doi:10.1098/rspa.1998.0193, and Bayesian trend extraction via the Grant-Chan embedded Hodrick-Prescott filter, Grant and Chan (2017) doi:10.1016/j.jedc.2016.12.007. Features Bayesian variable selection through regularized Horseshoe priors, Piironen and Vehtari (2017) doi:10.1214/17-EJS1337SI, for identifying structurally relevant predictors from high-dimensional candidate sets. Includes dynamic factor model estimation, principal component analysis with bootstrap significance testing, and automated technical interpretation of signal morphology and variance topology.
Install
Health
- OK2026-05-1113 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- WARNING2026-05-1012 OK · 0 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE
- OK2026-04-2512 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- NOTE2026-03-1011 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 64%
- Documented parameters
- 100%
- Return-value docs
- 100%
- References docs
- 23%
Downloads
Repository
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Checks run against github.com/isadorenabi/signaly on 2026-07-30.
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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
- 1.1.1Latest
- 1.1.02026-01-28
- RR 4.5.0 released · 2025-04-11
Package metadata
- First published
- 2026-01-28
- Total releases
- 2 / 1 yrs
- License
- MIT + file LICENSE OSI
- Additional repositories
- mc-stan.org
- Minimum R
- ≥ 4.1.0
- Download size
- 120 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet