On Consistent Bayesian Inference from Synthetic Data

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On Consistent Bayesian Inference from Synthetic Data

26 May 2023

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Papers citing "On Consistent Bayesian Inference from Synthetic Data"

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Title
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets Ossi Raisa Antti Honkela 124 1 0 06 Feb 2024
Noise-Aware Statistical Inference with Differentially Private Synthetic Data Ossi Raisa Hibiki Ito Samuel Kaski Antti Honkela SyDa 86 11 0 28 May 2022
D3p -- A Python Package for Differentially-Private Probabilistic Programming Lukas Prediger Niki Loppi Samuel Kaski Antti Honkela 57 6 0 22 Mar 2021
Foundations of Bayesian Learning from Synthetic Data H. Wilde Jack Jewson Sebastian J. Vollmer Chris Holmes 61 15 0 16 Nov 2020
Differentially Private Bayesian Inference for Generalized Linear Models Tejas D. Kulkarni Hibiki Ito A. Koskela Samuel Kaski Antti Honkela 78 31 0 01 Nov 2020
Differentially Private Bayesian Linear Regression G. Bernstein Daniel Sheldon 77 58 0 29 Oct 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 668 5,839 0 25 Jul 2019
Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising Borja Balle Yu Wang MLT 85 411 0 16 May 2018
Differentially Private Variational Inference for Non-conjugate Models Hibiki Ito O. Dikmen Antti Honkela FedML 65 48 0 27 Oct 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 216 6,162 0 01 Jul 2016
A General Framework for Updating Belief Distributions Pier Giovanni Bissiri Chris Holmes S. Walker 225 479 0 27 Jun 2013
The No-U-Turn Sampler: Adaptively Setting Path Lengths in Hamiltonian Monte Carlo Matthew D. Hoffman Andrew Gelman 177 4,313 0 18 Nov 2011