activity
20172022
most citedDisease Progression Timeline Estimation for Alzheimer's Disease using Discriminative Event Based Modeling

5 citations · 9 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2022

Computer-aided diagnosis and prediction in brain disorders

Vikram Venkatraghavan, Sebastian R. van der Voort, Daniel Bos +5

Computer-aided methods have shown added value for diagnosing and predicting brain disorders and can thus support decision making in clinical care and treatment planning. This chapt…

eess.IV2020

Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease

Esther E. Bron, Stefan Klein, Janne M. Papma +14

This work validates the generalizability of MRI-based classification of Alzheimer's disease (AD) patients and controls (CN) to an external data set and to the task of prediction of…

cs.LG2020

Analyzing the effect of APOE on Alzheimer's disease progression using an event-based model for stratified populations

Vikram Venkatraghavan, Stefan Klein, Lana Fani +5

Alzheimer's disease (AD) is the most common form of dementia and is phenotypically heterogeneous. APOE is a triallelic gene which correlates with phenotypic heterogeneity in AD. In…

q-bio.PE2020

The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-up

Razvan V. Marinescu, Neil P. Oxtoby, Alexandra L. Young +93

We present the findings of "The Alzheimer's Disease Prediction Of Longitudinal Evolution" (TADPOLE) Challenge, which compared the performance of 92 algorithms from 33 international…

cs.LG2019★ 3 cited

Event-Based Modeling with High-Dimensional Imaging Biomarkers for Estimating Spatial Progression of Dementia

Vikram Venkatraghavan, Florian Dubost, Esther E. Bron +3

Event-based models (EBM) are a class of disease progression models that can be used to estimate temporal ordering of neuropathological changes from cross-sectional data. Current EB…

cs.LG2018★ 5 cited

Disease Progression Timeline Estimation for Alzheimer's Disease using Discriminative Event Based Modeling

Vikram Venkatraghavan, Esther E. Bron, Wiro J. Niessen +1

Alzheimer's Disease (AD) is characterized by a cascade of biomarkers becoming abnormal, the pathophysiology of which is very complex and largely unknown. Event-based modeling (EBM)…