Quantifying Confounding Bias in Neuroimaging Datasets with Causal
Inference

Quantifying Confounding Bias in Neuroimaging Datasets with Causal Inference

9 July 2019

Christian Wachinger

B. Gutiérrez-Becker

Sebastian Polsterl

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Papers citing "Quantifying Confounding Bias in Neuroimaging Datasets with Causal Inference"

9 / 9 papers shown

Title
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 81 44 0 20 Jan 2023
Adversarially-regularized mixed effects deep learning (ARMED) models for improved interpretability, performance, and generalization on clustered data K. Nguyen A. Montillo FedML AAML 58 10 0 23 Feb 2022
Multi-Source Causal Inference Using Control Variates Wenshuo Guo S. Wang Peng Ding Yixin Wang Michael I. Jordan CML 101 19 0 30 Mar 2021
Cough Against COVID: Evidence of COVID-19 Signature in Cough Sounds Piyush Bagad Aman Dalmia Jigar Doshi Arsha Nagrani Parag Bhamare A. Mahale S. Rane N. Agarwal R. Panicker 105 113 0 17 Sep 2020
Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks Robert Robinson Qi Dou Daniel Coelho De Castro K. Kamnitsas M. Groot Ronald M. Summers Daniel Rueckert Ben Glocker OOD MedIm 54 19 0 30 Jun 2020
MRQy: An Open-Source Tool for Quality Control of MR Imaging Data A. Sadri A. Janowczyk Ren-jian Zou R. Verma Niha G. Beig J. Antunes A. Madabhushi Pallavi Tiwari S. Viswanath 57 53 0 10 Apr 2020
Detect and Correct Bias in Multi-Site Neuroimaging Datasets Christian Wachinger A. Rieckmann Sebastian Polsterl 81 86 0 12 Feb 2020
Distributionally Robust Deep Learning using Hardness Weighted Sampling Lucas Fidon Michael Aertsen Thomas Deprest Doaa Emam Frédéric Guffens ... Andrew Melbourne Sébastien Ourselin Jan Deprest Georg Langs Tom Vercauteren OOD 96 10 0 08 Jan 2020
Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects Ben Glocker Robert Robinson Daniel Coelho De Castro Qi Dou E. Konukoglu 52 92 0 10 Oct 2019