Pith. sign in

REVIEW 2 cited by

Reconstructing equation of state of dark energy with principal component analysis

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 1501.02971 v3 pith:LA7RBM3O submitted 2015-01-13 astro-ph.CO

Reconstructing equation of state of dark energy with principal component analysis

classification astro-ph.CO
keywords darkdataenergyequationreconstructionstateanalysiscomponent
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
0 comments
read the original abstract

We represent a nonparametric method to reconstruct the equation of state for dark energy directly from observational Hubble parameter data. We use principal component analysis (PCA) to extract the signal from data with noise. Moreover, we modify Akaike information criterion (AIC) to guarantee the quality of reconstruction and avoid over-fitting simultaneously. The results show that our method is robust in reconstruction of dark energy equation of state. Although current observational Hubble parameter data alone can not give a strong constraint yet, our results indicate that future observations can significantly improve the quality of the reconstruction.

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Forward citations

Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. When minor issues matter: symmetries, pluralism, and polarization in similarity-based opinion dynamics

    physics.soc-ph 2026-03 unverdicted novelty 6.0

    Even an arbitrarily small-weight issue can destabilize stable opinion states and massively slow convergence; concentrating importance on few issues raises polarization, while spreading it promotes pluralism.

  2. Do equation of state parametrizations of dark energy faithfully capture the dynamics of the late universe?

    astro-ph.CO 2026-04 unverdicted novelty 5.0

    Node-based reconstruction of cosmic expansion prefers stronger deceleration at z≈1.7 than smooth DE EoS parametrizations, isolating z~1.5-2 as a window where the latter may compress localized kinematic features permit...