場所：東京都のイベント

Rafael Cabral: A Bayesian workflow for efficient and automatic model checking and robustness analysis

イベント説明

Join Zoom Meeting
https://riken-jp.zoom.us/j/94027570746? pwd=aHpkZ3E0dnpMMlJ1VmlWeUJoQVlLdz09
Meeting ID: 940 2757 0746
Passcode: ypc7WNLu1Z
Title: A Bayesian workflow for efficient and automatic model checking and robustness analysis
Abstract: Model checking is essential to evaluate the adequacy of statistical models and the validity of inferences drawn from them. Particularly, hierarchical models such as latent Gaussian models (LGMs) pose unique challenges as it is difficult to check assumptions about the distribution of the latent parameters. Discrepancy measures are often used to quantify the degree to which a model fit deviates from the observed data. We construct discrepancy measures by (a) defining an alternative model with relaxed assumptions and (b) deriving the discrepancy measure most sensitive to discrepancies induced by this alternative model. We also promote a workflow for model criticism that combines model checking with subsequent robustness analysis. As a result, we obtain a general recipe to check assumptions in LGMs and the impact of these assumptions on the results. We demonstrate the ideas by assessing the latent Gaussianity assumption, a crucial but often overlooked assumption in LGMs.

開催日

2024年4月3日14:00 ～ 2024年4月3日15:00

主催者・問い合わせ先

RIKEN AIP Public

開催場所

項目内容
場所名称未設定
住所RIKEN AIP, Nihombashi Office, Open Space

開催場所の地図

SNS・Bookmark

B!

近隣のイベント

近隣の場所 (直線距離)