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# Grad Student Seminar: Hyungsuk Tak, SAMSI

## April 21, 2017 @ 3:30 pm - 4:30 pm

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**Hyungsuk Tak**

**SAMSI**

**Bayesian Estimates of Astronomical Time Delays between
Gravitationally Lensed Stochastic Light Curves**

The gravitational field of a galaxy can act as a lens and deflect the light emitted by a more distant object such as a quasar. Strong gravitational lensing causes multiple images of the same quasar to appear in the sky. Since the light in each gravitationally lensed image traverses a different path length from the quasar to the Earth, fluctuations in the source brightness are observed in the several images at different times. The time delay between these fluctuations can be used to constrain cosmological parameters and can be inferred from the time series of brightness data or light curves of each image. To estimate the time delay, we construct a model based on a state-space representation for irregularly observed time series generated by a latent continuous-time Ornstein-Uhlenbeck process. Our Bayesian strategy adopts a Metropolis-Hastings within Gibbs sampler. We introduce a profile likelihood of the time delay as an approximation of its marginal posterior distribution. The Bayesian and profile likelihood approaches complement each other, producing almost identical results; the Bayesian method is more principled but the profile likelihood is simpler to implement. We demonstrate our estimation strategy using simulated data of a doubly-lensed quasar and observed data from quasars Q0957+561 and J1029+2623.

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