- Explainable Deep Learning for Personalized Age Prediction With ...🔍
- Schematic overview of the Explainable DL framework for brain age...🔍
- Explainable machine learning framework to predict personalized ...🔍
- XAI in age prediction🔍
- A novel explainable machine learning|based healthy ageing scale🔍
- eXplainable Artificial Intelligence 🔍
- Explainable Brain Age Prediction using coVariance Neural Networks🔍
- Explainable brain age prediction using covariance neural networks🔍
Explainable Deep Learning for Personalized Age Prediction With ...
Explainable Deep Learning for Personalized Age Prediction With ...
We present an explainable DL framework to predict the age of a healthy cohort of subjects from ABIDE I database by using the morphological features extracted ...
Explainable Deep Learning for Personalized Age Prediction With ...
Predicting brain age has become one of the most attractive challenges in computational neuroscience due to the role of the predicted age as ...
(PDF) Explainable Deep Learning for Personalized Age Prediction ...
In recent years, several studies have demonstrated that machine learning and deep learning systems can be very useful to accurately predict ...
Schematic overview of the Explainable DL framework for brain age...
from publication: Explainable Deep Learning for Personalized Age Prediction With Brain Morphology | Predicting brain age has become one of the most ...
Explainable Deep Learning for Personalized Age Prediction With ...
Explainable Deep Learning for Personalized Age Prediction With Brain Morphology · Angela Lombardi · Domenico Diacono · Nicola Amoroso · Alfonso Monaco · João Manuel ...
FMUP - Explainable Deep Learning for Personalized Age Prediction ...
Explainable Deep Learning for Personalized Age Prediction with Brain Morphology · Angela Lombardi · Domenico Diacono · Nicola Amoroso · Alfonso Monaco · Roberto ...
Explainable machine learning framework to predict personalized ...
To develop an analytical framework unraveling personalized physiological age (PPA) from routine biological variables, we first merged and ...
eXplainable Artificial Intelligence (XAI) is a rapidly progressing field of machine learning, aiming to unravel the predictions of complex ...
A novel explainable machine learning-based healthy ageing scale
Machine learning has also been used in other areas such as estimating the biological age of the organism [18], predicting specific age-related ...
eXplainable Artificial Intelligence (XAI) in aging clock models
XAI is a field of machine learning that allows explaining the predictions of complex models, which is required in healthcare.
Explainable Brain Age Prediction using coVariance Neural Networks
Explainable Deep Learning for Personalized Age Prediction With Brain Morphology · Computer Science, Medicine. Frontiers in Neuroscience · 2021.
Explainable Brain Age Prediction using coVariance Neural Networks
In computational neuroscience, there has been an increased interest in developing machine learning algorithms that leverage brain imaging data to provide ...
Explainable brain age prediction using covariance neural networks
In computational neuroscience, there has been an increased interest in developing machine learning algorithms that leverage brain imaging ...
Uncertainty estimation and explainability in deep learning-based ...
Recently, Deep learning (DL)-based approaches have been proposed for the prediction of chronological brain age from MR images yielding high accuracy. These ...
Explainable machine learning framework to predict personalized ...
Using a broad population dataset from the National Health and Nutrition Examination Survey (NHANES) study including routine biological variables and after ...
Brain age prediction using combined deep convolutional neural ...
In the current study, we proposed a deep learning algorithm that leverages brain structural imaging data and enhances prediction accuracy by ...
An explainable machine learning based prediction model ... - Frontiers
In particular, we employ ensemble learning and feature selection methods to develop an explainable prediction model for AD and MCI. Five feature selection ...
[PDF] Deep Learning for Brain Age Estimation: A Systematic Review
62 Citations · Machine Learning and Deep Learning Approaches in Lifespan Brain Age Prediction: A Comprehensive Review · A review on brain age ...
Explainable machine learning predictions to support personalized ...
We applied a novel methodology, SHapley Additive exPlanations (SHAP), on a dataset of older adults n = 86 (mean age 72 ± 4 years) whose ...
Deep Learning for Brain Age Estimation: A Systematic Review - arXiv
Tangaro,. “Explainable deep learning for personalized age prediction with brain morphology,” Frontiers in Neu- roscience, vol. 15, p. 578 ...