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Photometric vs. ground-truth redshift for deter...

Photometric vs. ground-truth redshift for deterministic and probabilistic models trained...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Three datasets: a sample of 500,000 galaxies fr...

Three datasets: a sample of 500,000 galaxies from HSC-PDR2 (H. Aihara et al. 2019), Gala...

Jonathan Soriano et al, The Astronomical Journal 171 2

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A comparison of the performance of NNs using me...

A comparison of the performance of NNs using metrics averaged over the redshift range 0....

Jonathan Soriano et al, The Astronomical Journal 171 2

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Machine learning training methodologies for pho...

Machine learning training methodologies for photometric redshift estimation using HSC-PD...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Flowchart showing the steps taken to create the...

Flowchart showing the steps taken to create the TransferZ dataset. Rectangles represent ...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Photometric vs. ground-truth redshift for deter...

Photometric vs. ground-truth redshift for deterministic and probabilistic models trained...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Comparison of statistical coverage per tomograp...

Comparison of statistical coverage per tomographic bin before and after applying split c...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Probabilistic calibration assessment of Galaxie...

Probabilistic calibration assessment of GalaxiesML (top) and TransferZ (bottom) predicte...

Jonathan Soriano et al, The Astronomical Journal 171 2

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A comparison of the performance of BNNs using m...

A comparison of the performance of BNNs using metrics averaged over the redshift range 0...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Comparison of the PIT distribution before and a...

Comparison of the PIT distribution before and after applying split conformal prediction ...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Statistical coverage—the fraction of galaxies t...

Statistical coverage—the fraction of galaxies that have their ground-truth redshift with...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Probabilistic calibration assessment of Galaxie...

Probabilistic calibration assessment of GalaxiesML (top) and TransferZ (bottom) predicte...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Neural network (NN) model architectures used th...

Neural network (NN) model architectures used throughout this work. Rectangles correspond...

Jonathan Soriano et al, The Astronomical Journal 171 2

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A comparison of the performance between two of ...

A comparison of the performance between two of our approaches for combining ground truth...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Photo-z performance on bias (left column), scat...

Photo-z performance on bias (left column), scatter (middle column), and outlier rate (ri...

Jonathan Soriano et al, The Astronomical Journal 171 2

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Photo-z performance on bias (left column), scat...

Photo-z performance on bias (left column), scatter (middle column), and outlier rate (ri...

Jonathan Soriano et al, The Astronomical Journal 171 2

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The one- and two-dimensional posterior probabil...

The one- and two-dimensional posterior probability distributions for the component masse...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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Posterior on the merger rate of binaries with o...

Posterior on the merger rate of binaries with one or both components between 3 and 5 M ...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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Selected source properties of GW230529. The plo...

Selected source properties of GW230529. The plot shows the one-dimensional (diagonal) an...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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The differential binary merger rate as a functi...

The differential binary merger rate as a function of the mass of the primary component u...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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The differential merger rate of NSBH systems as...

The differential merger rate of NSBH systems as a function of black hole masses (solid c...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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Posterior on the merger rates of NSBH systems. ...

Posterior on the merger rates of NSBH systems. The solid and dashed lines represent the ...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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Posterior distributions of GW230529 under vario...

Posterior distributions of GW230529 under various prior assumptions. The solid teal curv...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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Posterior on the fraction of NSBH systems detec...

Posterior on the fraction of NSBH systems detected with GWs that may be EM bright, f ...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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The noise background for the LIGO Livingston ob...

The noise background for the LIGO Livingston observatory collected by the GSTLAL pipelin...

A. G. Abac et al, The Astrophysical Journal Letters 970 2

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