Post-Hoc Calibrated Anomaly Detection [PDF]
arXivDeep unsupervised anomaly detection has seen improvements in a supervised binary classification paradigm in which auxiliary external data is included in the training set as anomalous data in a process referred to as outlier exposure, which opens the possibility of exploring the efficacy of post-hoc calibration for anomaly detection and localization ...
arxiv
Baseline characteristics of patients with and without hypercoaguable sepsis and the effect of afelimomab on mortality: a post hoc analysis from the MONARCS trial [PDF]
, 2001 Edward A. Panacek +6 more
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Calcium modulating ligand confers risk for Parkinson's disease and impacts lysosomes
Annals of Clinical and Translational Neurology, EarlyView.Abstract Objective Several genetic loci known to confer risk for Parkinson's disease (PD) function in lysosomal pathways. We systematically screened common variants linked to PD risk by genome‐wide association studies (GWAS) for impact on cerebrospinal fluid (CSF) proteins reflecting lysosomal function.
Hanwen Zhang +16 more
wiley +1 more source
Pre and Post-hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRI [PDF]
arXiv, 2018 We propose a new method for breast cancer screening from DCE-MRI based on a post-hoc approach that is trained using weakly annotated data (i.e., labels are available only at the image level without any lesion delineation). Our proposed post-hoc method automatically diagnosis the whole volume and, for positive cases, it localizes the malignant lesions ...
arxiv
Progressive Myoclonus Epilepsy: Distinctive MRI Changes in Cerebellar and Motor Networks
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Progressive myoclonus epilepsy (PME) is a rare generalized epilepsy syndrome with a well‐characterized genetic basis. The brain networks that are affected to give rise to the distinctive symptoms of PME are less well understood. Methods Eleven individuals with PME with a confirmed genetic diagnosis and 22 controls were studied.
Jillian M. Cameron +3 more
wiley +1 more source
Efficacy of Secukinumab in Psoriasis: Post Hoc Gender-Wise Analysis of the SUPREME Study
Clinical, Cosmetic and Investigational Dermatology, 2023 Luca Stingeni,1 Giovanna Malara,2,3 Andrea Conti,4 Luisa Di Costanzo,5 Carlo Giovanni Carrera,6 Martina Burlando,7 Piergiorgio Malagoli,8 Maria Letizia Musumeci,9 Federico Bardazzi,10 Valeria Brazzelli,11 Paolo Amerio,12 Clara De Simone,13,14 Sara ...
Stingeni L +21 more
doaj
Revisiting the robustness of post-hoc interpretability methods [PDF]
arXivPost-hoc interpretability methods play a critical role in explainable artificial intelligence (XAI), as they pinpoint portions of data that a trained deep learning model deemed important to make a decision. However, different post-hoc interpretability methods often provide different results, casting doubts on their accuracy.
arxiv
Issues with post-hoc counterfactual explanations: a discussion [PDF]
arXiv, 2019 Counterfactual post-hoc interpretability approaches have been proven to be useful tools to generate explanations for the predictions of a trained blackbox classifier. However, the assumptions they make about the data and the classifier make them unreliable in many contexts. In this paper, we discuss three desirable properties and approaches to quantify
arxiv
Post-hoc Probing of Significant Moderational and Mediational Effects in Studies of Pediatric Populations [PDF]
, 2002 Grayson N. Holmbeck
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