Multi-Modal Multi-Task Learning for Joint Prediction of Clinical Scores in Alzheimer’s Disease

Multimodal Brain Image Analysis - Lecture Notes in Computer Science ◽

10.1007/978-3-642-24446-9_8 ◽

2011 ◽

pp. 60-67 ◽

Author(s):

Daoqiang Zhang ◽

Dinggang Shen

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Task Learning ◽

Clinical Scores ◽

Joint Prediction

Download Full-text

Sparse Multi-kernel Based Multi-task Learning for Joint Prediction of Clinical Scores and Biomarker Identification in Alzheimer’s Disease

Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 - Lecture Notes in Computer Science ◽

10.1007/978-3-319-66179-7_23 ◽

2017 ◽

pp. 195-202 ◽

Author(s):

Peng Cao ◽

Xiaoli Liu ◽

Jinzhu Yang ◽

Dazhe Zhao ◽

Osmar Zaiane

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Biomarker Identification ◽

Task Learning ◽

Clinical Scores ◽

Joint Prediction

Download Full-text

Erratum to multi-modal multi-task learning for joint prediction of multiple regression and classification variables in Alzheimer's disease [Neuroimage 59/2 (2012) 895–907]

10.1016/j.neuroimage.2012.03.006 ◽

2012 ◽

Vol 62 (3) ◽

pp. 2179 ◽

Author(s):

Daoqiang Zhang ◽

Dinggang Shen

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Multiple Regression ◽

Task Learning ◽

Joint Prediction

Download Full-text

Graph-guided joint prediction of class label and clinical scores for the Alzheimer’s disease

Brain Structure and Function ◽

10.1007/s00429-015-1132-6 ◽

2015 ◽

Vol 221 (7) ◽

pp. 3787-3801 ◽

Author(s):

Guan Yu ◽

Yufeng Liu ◽

Dinggang Shen

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Class Label ◽

Clinical Scores ◽

Joint Prediction

Download Full-text

Multi-modal multi-task learning for joint prediction of multiple regression and classification variables in Alzheimer's disease

10.1016/j.neuroimage.2011.09.069 ◽

2012 ◽

Vol 59 (2) ◽

pp. 895-907 ◽

Author(s):

Daoqiang Zhang ◽

Dinggang Shen

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Multiple Regression ◽

Task Learning ◽

Joint Prediction

Download Full-text

P2-414: Baseline clinical scores and volumetric MRI parameters across subjects randomized in mild-to-moderate (BMS CN156-013) and predementia (BMS CN156-018) Alzheimer's disease clinical trials of avagacestat

Alzheimer s & Dementia ◽

10.1016/j.jalz.2012.05.2039 ◽

2012 ◽

Vol 8 (4S_Part_11) ◽

pp. P409-P409

Author(s):

Luc Bracoud ◽

Vlad Coric ◽

Christopher van Dyck ◽

Niels Andreasen ◽

Joel Ross ◽

...

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Clinical Trials ◽

Volumetric Mri ◽

Clinical Scores

Download Full-text

New Multi-task Learning Model to Predict Alzheimer’s Disease Cognitive Assessment

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016 - Lecture Notes in Computer Science ◽

10.1007/978-3-319-46720-7_37 ◽

2016 ◽

pp. 317-325 ◽

Author(s):

Zhouyuan Huo ◽

Dinggang Shen ◽

Heng Huang

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Cognitive Assessment ◽

Learning Model ◽

Download Full-text

Using linguistic features longitudinally to predict clinical scores for Alzheimer's disease and related dementias

10.18653/v1/w15-5123 ◽

2015 ◽

Author(s):

Maria Yancheva ◽

Kathleen Fraser ◽

Frank Rudzicz

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Linguistic Features ◽

Clinical Scores

Download Full-text

Dual feature correlation guided multi-task learning for Alzheimer's disease prediction

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2021.105090 ◽

2021 ◽

pp. 105090

Author(s):

Shanshan Tang ◽

Peng Cao ◽

Min Hang ◽

Xiaoli Liu ◽

Osmar Zaiane

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Disease Prediction ◽

Task Learning ◽

Feature Correlation

Download Full-text

Tensor Multi-Task Learning for Predicting Alzheimer’s Disease Progression using MRI data with Spatio-temporal Similarity Measurement

10.1109/indin45523.2021.9557584 ◽

2021 ◽

Author(s):

Yu Zhang ◽

Po Yang ◽

Vitaveska Lanfranchi

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Disease Progression ◽

Similarity Measurement ◽

Task Learning ◽

Spatio Temporal

Download Full-text

Rethinking modeling Alzheimer's disease progression from a multi-task learning perspective with deep recurrent neural network

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2021.104935 ◽

2021 ◽

Vol 138 ◽

pp. 104935

Author(s):

Wei Liang ◽

Kai Zhang ◽

Peng Cao ◽

Xiaoli Liu ◽

Jinzhu Yang ◽

...

Keyword(s):

Neural Network ◽

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Disease Progression ◽

Recurrent Neural Network ◽

Task Learning ◽

Deep Recurrent Neural Network

Download Full-text