Enhancing DESI DR1 Full-Shape analyses using HOD-informed priors
2025/04/14 by Zhang, Hanyu, Bonici, Marco, Rocher, Antoine +57 · 13 citations
#Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences
paper · doi:10.48550/arxiv.2504.10407
Abstract
We present an analysis of DESI Data Release 1 (DR1) that incorporates Halo Occupation Distribution (HOD)-informed priors into Full-Shape (FS) modeling of the power spectrum based on cosmological perturbation theory (PT). By leveraging physical insights from the galaxy-halo connection, these HOD-informed priors on nuisance parameters substantially mitigate projection effects in extended cosmological models that allow for dynamical dark energy. The resulting credible intervals now encompass the posterior maximum from the baseline analysis using gaussian priors, eliminating a significant posterior shift observed in baseline studies. In the ΛCDM framework, a combined DESI DR1 FS information and constraints from the DESI DR1 baryon acoustic oscillations (BAO)-including Big Bang Nucleosynthesis (BBN) constraints and a weak prior on the scalar spectral index-yields Ω\rm m = 0.2994± 0.0090 and σ8 = 0.836+0.024-0.027, representing improvements of approximately 4% and 23% over the baseline analysis, respectively. For the w0waCDM model, our results from various data combinations are highly consistent, with all configurations converging to a region with w0 > -1 and wa < 0. This convergence not only suggests intriguing hints of dynamical dark energy but also underscores the robustness of our HOD-informed prior approach in delivering reliable cosmological constraints.
Citations
- Effort.jl: a fast and differentiable emulator for the Effective Field Theory of the Large Scale Structure of the Universe
- DESI 2024 VII: cosmological constraints from the full-shape modeling of clustering measurements
- ASTRA-DESI DR1 Release v0.12
- DESI DR2 Results I: Baryon Acoustic Oscillations from the Lyman Alpha Forest
- DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations and Cosmological Constraints
- Simulation-Based Priors without Simulations: an Analytic Perspective on EFT Parameters of Galaxies
- Selecting samples of galaxies with fewer Fingers-of-God
- Additional material Effort paper
- How Do Uncertainties in Galaxy Formation Physics Impact Field-level Galaxy Bias?
- Reducing nuisance prior sensitivity via non-linear reparameterization, with application to EFT analyses of large-scale structure
- DESI 2024 II: Sample Definitions, Characteristics, and Two-point Clustering Statistics
- Exploring HOD-dependent systematics for the DESI 2024 Full-Shape galaxy clustering analysis
- DESI 2024 V: Full-Shape Galaxy Clustering from Galaxies and Quasars
- Analytical and EZmock covariance validation for the DESI 2024 results
- Modified gravity constraints from the full shape modeling of clustering measurements from DESI 2024
- Mapping the galaxy-halo connection to the galaxy bias: implication to the HOD-informed prior
- HOD-informed prior for EFT-based full-shape analyses of LSS
- Full-shape analysis with simulation-based priors: cosmological parameters and the structure growth anomaly
- An analysis of parameter compression and full-modeling techniques with Velocileptors for DESI 2024 and beyond
- A comparison of effective field theory models of redshift space galaxy power spectra for DESI 2024 and future surveys
- DESI 2024 VI: cosmological constraints from the measurements of baryon acoustic oscillations
- Full-shape analysis with simulation-based priors: constraints on single field inflation from BOSS
- The 2024 BBN baryon abundance update
- Union Through UNITY: Cosmology with 2,000 SNe Using a Unified Bayesian Framework
- Unraveling emission line galaxy conformity at z~1 with DESI early data
- Cosmological parameters derived from the final Planck data release (PR4)
- Bayesian and frequentist investigation of prior effects in EFTofLSS analyses of full-shape BOSS and eBOSS data
- The Optical Corrector for the Dark Energy Spectroscopic Instrument
- The DESI One-Percent Survey: Exploring the Halo Occupation Distribution of Luminous Red Galaxies and Quasi-Stellar Objects with AbacusSummit
- Survey Operations for the Dark Energy Spectroscopic Instrument
- The Atacama Cosmology Telescope: A Measurement of the DR6 CMB Lensing Power Spectrum and its Implications for Structure Growth
- The Spectroscopic Data Processing Pipeline for the Dark Energy Spectroscopic Instrument
- Assessing the robustness of sound horizon-free determinations of the Hubble constant
- Target Selection and Validation of DESI Emission Line Galaxies
- Target Selection and Validation of DESI Luminous Red Galaxies
- The Target-selection Pipeline for the Dark Energy Spectroscopic Instrument
- The DESI Bright Galaxy Survey: Final Target Selection, Design, and Validation
- The Pantheon+ Analysis: Cosmological Constraints
- The BOSS DR12 Full-Shape Cosmology: ΛCDM Constraints from the Large-Scale Galaxy Power Spectrum and Bispectrum Monopole
- The Pantheon+ Analysis: The Full Data Set and Light-curve Release
- Modeling the galaxy-halo connection with machine learning
- CompaSO: A new halo finder for competitive assignment to spherical overdensities
- AbacusHOD: A highly efficient extended multi-tracer HOD framework and its application to BOSS and eBOSS data
- Constructing high-fidelity halo merger trees in AbacusSummit
- BOSS Correlation Function Analysis from the Effective Field Theory of Large-Scale Structure
- A new analysis of galaxy 2-point functions in the BOSS survey, including full-shape information and post-reconstruction BAO
- The
Abacus Cosmological N-body Code - Predicting halo occupation and galaxy assembly bias with machine learning
- Constraining Ultralight Axions with Galaxy Surveys
- Redshift-Space Distortions in Lagrangian Perturbation Theory
- Testing the theory of gravity with DESI: estimators, predictions and simulation requirements
- Planck constraints on the tensor-to-scalar ratio
- New early dark energy is compatible with current LSS data
- Completed SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Cosmological implications from two decades of spectroscopic surveys at the Apache Point Observatory
- Dissecting and Modelling Galaxy Assembly Bias
- Cobaya: Code for Bayesian Analysis of hierarchical physical models
- Consistent Modeling of Velocity Statistics and Redshift-Space Distortions in One-Loop Perturbation Theory
- Limits on wCDM from the EFTofLSS with the PyBird code
- Limitations to the "basic'' HOD model and beyond
- GetDist: a Python package for analysing Monte Carlo samples
- Multi-tracer extension of the halo model: probing quenching and conformity in eBOSS
- Efficient Cosmological Analysis of the SDSS/BOSS data from the Effective Field Theory of Large-Scale Structure
- The Cosmological Analysis of the SDSS/BOSS data from the Effective Field Theory of Large-Scale Structure
- Cosmological Parameters from the BOSS Galaxy Power Spectrum
- Neural Spline Flows
- An analytic implementation of the IR-resummation for the BAO peak
- A High-Fidelity Realization of the Euclid Code Comparison N-body Simulation with Abacus
- Planck 2018 results: VI. Cosmological parameters
- Testing General Relativity in Cosmology
- The impact of assembly bias on the halo occupation in hydrodynamical simulations
- Beyond LIMD bias: a measurement of the complete set of third-order halo bias parameters
- The Abacus Cosmos: A Suite of Cosmological N-body Simulations
- nbodykit: an open-source, massively parallel toolkit for large-scale structure
- The Impact of Assembly Bias on the Galaxy Content of Dark Matter Halos
- An effective description of dark matter and dark energy in the mildly non-linear regime
- The DESI Experiment Part I: Science,Targeting, and Survey Design
- The DESI Experiment Part II: Instrument Design
- Biased Tracers in Redshift Space in the EFT of Large-Scale Structure
- Improving initial conditions for cosmologicalN-body simulations
- Dark Energy Versus Modified Gravity
- What determines large scale galaxy clustering: halo mass or local density?
- The SDSS-IV extended Baryon Oscillation Spectroscopic Survey: Overview and Early Data
- Variational Inference with Normalizing Flows
- Measuring line-of-sight dependent Fourier-space clustering using FFTs
- On Detecting Halo Assembly Bias with Galaxy Populations
- Cosmological tests of modified gravity
- Redshift Space Distortions in the Effective Field Theory of Large Scale Structures
- Understanding higher-order nonlocal halo bias at large scales by combining the power spectrum with the bispectrum
- The IR-resummed Effective Field Theory of Large Scale Structures
- The Lagrangian-space Effective Field Theory of Large Scale Structures
- The DESI Experiment, a whitepaper for Snowmass 2013
- Efficient sampling of fast and slow cosmological parameters
- The Baryon Oscillation Spectroscopic Survey of SDSS-III
- The Effective Field Theory of Cosmological Large Scale Structures
- Cosmological Non-Linearities as an Effective Fluid
- Halo Occupation Distribution Modeling of Clustering of Luminous Red Galaxies
- Galaxy Evolution from Halo Occupation Distribution Modeling of DEEP2 and SDSS Galaxy Clustering
- Assembly bias in the clustering of dark matter haloes
- Halo assembly bias and its effects on galaxy clustering
- The large-scale structure of the Universe
- The age dependence of halo clustering
- A Measurement of the Quadrupole Power Spectrum in the Clustering of the 2dF QSO Survey
- Theoretical Models of the Halo Occupation Distribution: Separating Central and Satellite Galaxies
- Probing Dark Energy with Baryonic Acoustic Oscillations from Future Large Galaxy Redshift Surveys
- Halo Models of Large Scale Structure
- Cosmological parameters from CMB and other data: a Monte-Carlo approach
- Large-Scale Structure of the Universe and Cosmological Perturbation Theory
- The Halo Occupation Distribution: Toward an Empirical Determination of the Relation between Galaxies and Mass
- Concentrations of Dark Halos from their Assembly Histories
- How Many Galaxies Fit in a Halo? Constraints on Galaxy Formation Efficiency from Spatial Clustering
- Halo occupation numbers and galaxy bias
- Analytic model for galaxy and dark matter clustering
- Efficient Computation of CMB anisotropies in closed FRW models
- Cosmic Complementarity: H0 and Omegam from Combining CMB Experiments and Redshift Surveys
- Spatial Correlation Function and Pairwise Velocity Dispersion of Galaxies: Cold Dark Matter Models versus the Las Campanas Survey
- Power Spectrum Analysis of Three-Dimensional Redshift Surveys
- Inference from Iterative Simulation Using Multiple Sequences
- On the limited memory BFGS method for large scale optimization
Cited by
Related