AstroAI — Center for Astrophysics | Harvard & Smithsonian
AstroAI
Developing Artificial Intelligence to Solve the Mysteries of the Universe
Explore
  • Home
  • Research
  • EarthAI
  • People
  • Events
  • Latest News
  • Lunch Talks
  • Summer Program
  • Workshop
  • Apply
  • Contact
Home AstroAI Workshop 2025
AstroAI Workshop 2025
Cancel

2025 Workshop

AstroAI Workshop 2025

Details Invited Speakers Abstracts Schedule Venue Code of Conduct
Poster

2025 workshop program

Evaluation and Modeling of Spatial Selection Effects in Photometric Redshifts

Presented by
Rintaro Kanaki
Program time
Monday, July 7th, 3:30 - 5:00 PM
01

The work

Abstract

Photometric redshift (photo‑z) uncertainties are a key systematic in Stage IV weak lensing surveys. While traditional methods rely on spectroscopic calibration, spatial selection effects—caused by inhomogeneous survey depth and observational conditions—can induce coherent biases in redshift estimates across the sky. We present a Bayesian forward modeling approach to account for these spatial selection effects, using a Log-Gaussian Cox Process to model spatial structure and a Dirichlet-multinomial likelihood for redshift inference. Our method is validated on MICE Grand Challenge simulations and assessed for its impact on cosmological constraints from 3×2-point statistics.

Keep exploring

More from the 2025 workshop

Browse the complete collection of presentations or return to the full workshop program.

Browse abstracts View schedule

© 2026 AstroAI. Some rights reserved.

Powered by Jekyll with Chirpy theme.

A new version of content is available.