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Simulation-Based Inference (SBI) is an approach to statistical inference where simulations from an assumed model are used to construct estimators and confidence sets. SBI is often used when the likelihood is intractable and to construct…

统计方法学 · 统计学 2025-08-05 Lorenzo Tomaselli , Valérie Ventura , Larry Wasserman

Folding uncertainty in theoretical models into Bayesian parameter estimation is necessary in order to make reliable inferences. A general means of achieving this is by marginalizing over model uncertainty using a prior distribution…

广义相对论与量子宇宙学 · 物理学 2016-03-04 Christopher J. Moore , Christopher P. L. Berry , Alvin J. K. Chua , Jonathan R. Gair

We introduce an exact Bayesian approach to search for non-Gaussianity of local type in Cosmic Microwave Background (CMB) radiation data. Using simulated CMB temperature maps, the newly developed technique is compared against the…

宇宙学与河外天体物理 · 物理学 2010-11-15 Franz Elsner , Benjamin D. Wandelt

Significant evidence for a stochastic gravitational-wave background has recently been reported by several Pulsar Timing Array observations. These studies have shown that, in addition to astrophysical explanations based on supermassive black…

宇宙学与河外天体物理 · 物理学 2024-02-13 Ran Ding , Chi Tian

Pulsar timing arrays (PTAs) have recently found evidence for a nanohertz-frequency stochastic gravitational-wave background (SGWB). Constraining its spectral characteristics will reveal its origins. To achieve this, we must understand how…

高能天体物理现象 · 物理学 2023-11-15 William G. Lamb , Stephen R. Taylor , Rutger van Haasteren

A stochastic gravitational wave background (SGWB), created by the superposition of signals from unresolved astrophysical sources, may be detected in the next few years. Estimating the variation of intensity across the sky can, therefore,…

广义相对论与量子宇宙学 · 物理学 2021-04-29 Jishnu Suresh , Anirban Ain , Sanjit Mitra

Gravitational wave detectors now under construction are sensitive to the phase of the incident gravitational waves. Correspondingly, the signals from the different detectors can be combined, in the analysis, to simulate a single detector of…

广义相对论与量子宇宙学 · 物理学 2009-12-31 Lee Samuel Finn

Gravitational wave (GW) backgrounds of cosmological origin are expected to be nearly isotropic, with small anisotropies resembling those of the cosmic microwave background. We analyse the case of a scalar-induced GW background and clarify…

宇宙学与河外天体物理 · 物理学 2023-01-18 Ema Dimastrogiovanni , Matteo Fasiello , Ameek Malhotra , Gianmassimo Tasinato

We present a statistic for the detection of stochastic gravitational wave backgrounds (SGWBs) using radiometry with a network of multiple baselines. We also quantitatively compare the sensitivities of existing baselines and their network to…

广义相对论与量子宇宙学 · 物理学 2015-03-17 Dipongkar Talukder , Sanjit Mitra , Sukanta Bose

Gravitational-wave (GW) parameter estimation typically assumes that instrumental noise is Gaussian and stationary. Obvious departures from this idealization are typically handled on a case-by-case basis, e.g., through bespoke procedures to…

天体物理仪器与方法 · 物理学 2026-04-15 Ronan Legin , Maximiliano Isi , Kaze W. K. Wong , Yashar Hezaveh , Laurence Perreault-Levasseur

Making inferences about physical properties of the Universe requires knowledge of the data likelihood. A Gaussian distribution is commonly assumed for the uncertainties with a covariance matrix estimated from a set of simulations. The noise…

宇宙学与河外天体物理 · 物理学 2025-07-09 Jed Homer , Oliver Friedrich , Daniel Gruen

Observations of the cosmic 21-cm power spectrum (PS) are starting to enable precision Bayesian inference of galaxy properties and physical cosmology, during the first billion years of our Universe. Here we investigate the impact of common…

宇宙学与河外天体物理 · 物理学 2023-07-12 David Prelogović , Andrei Mesinger

Given the recent detection of gravitational waves from individual sources it is almost a certainty that some form of background of gravitational waves will be detected in future. The most promising candidate for such a detection are…

天体物理仪器与方法 · 物理学 2019-01-31 A. I. Renzini , C. R. Contaldi

We develop a method to perform an untargeted Bayesian search for anisotropic gravitational-wave backgrounds that can efficiently and accurately reconstruct the background intensity map. Our method employs an analytic marginalization of the…

广义相对论与量子宇宙学 · 物理学 2023-09-06 Adrian Ka-Wai Chung , Nicolas Yunes

Gravitational waves (GWs) from compact binary stars at cosmological distances are promising and powerful cosmological probes, referred to as the GW standard sirens. With future GW detectors, we will be able to precisely measure source…

宇宙学与河外天体物理 · 物理学 2016-03-30 Toshiya Namikawa , Atsushi Nishizawa , Atsushi Taruya

The detection of the Stochastic Gravitational Wave Background (SGWB) is one of the most challenging tasks for both current and next-generation detectors. Successfully distinguishing the SGWB from instrumental noise and environmental effects…

天体物理仪器与方法 · 物理学 2025-07-22 Ilaria Caporali , Angelo Ricciardone

We consider the effects of relaxing the assumption that gravitational waves composing the stochastic gravitational wave background (SGWB) are uncorrelated between frequencies in analyses of the data from Pulsar Timing Arrays (PTAs). While…

宇宙学与河外天体物理 · 物理学 2025-01-30 Wayne Hu , Qiuyue Liang , Meng-Xiang Lin , Mark Trodden

Pulsar Timing Array (PTA) observations have recently gathered substantial evidence for the existence of a gravitational wave background in the nHz frequency band. Searching for anisotropies in this signal is key to determining its origin,…

宇宙学与河外天体物理 · 物理学 2024-09-02 Paul Frederik Depta , Valerie Domcke , Gabriele Franciolini , Mauro Pieroni

The measurement of the inflationary stochastic gravitational-wave background (SGWB) is one of the main goals of future GW experiments. In direct GW experiments, an obstacle to achieving it is the isolation of the inflationary SGWB from the…

广义相对论与量子宇宙学 · 物理学 2023-01-11 Zhen-Yuan Wu , Ryo Saito , Nobuyuki Sakai

We present a follow-up study to the method recently proposed by Namikawa and Sherwin (2023) to probe gravitational waves using cross-correlations between two cosmic microwave background (CMB) $B$-modes and a large-scale structure tracer. We…

宇宙学与河外天体物理 · 物理学 2025-09-29 Toshiya Namikawa , Irene Abril-Cabezas , Blake D. Sherwin