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For: Li H, Fan Y. Brain Decoding from Functional MRI Using Long Short-Term Memory Recurrent Neural Networks. Med Image Comput Comput Assist Interv 2018;11072:320-328. [PMID: 30320311 PMCID: PMC6180332 DOI: 10.1007/978-3-030-00931-1_37] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Number Cited by Other Article(s)
1
Yuan X, Chen M, Ding P, Gan A, Gong A, Chu Z, Nan W, Fu Y, Cheng Y. Cross-Domain Identification of Multisite Major Depressive Disorder Using End-to-End Brain Dynamic Attention Network. IEEE Trans Neural Syst Rehabil Eng 2024;32:33-42. [PMID: 38090844 DOI: 10.1109/tnsre.2023.3341923] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2024]
2
Noh JH, Kim JH, Yang HD. Classification of Alzheimer's Progression Using fMRI Data. SENSORS (BASEL, SWITZERLAND) 2023;23:6330. [PMID: 37514624 PMCID: PMC10383967 DOI: 10.3390/s23146330] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 06/27/2023] [Accepted: 06/28/2023] [Indexed: 07/30/2023]
3
Peng L, Wang N, Dvornek N, Zhu X, Li X. FedNI: Federated Graph Learning With Network Inpainting for Population-Based Disease Prediction. IEEE TRANSACTIONS ON MEDICAL IMAGING 2023;42:2032-2043. [PMID: 35788451 DOI: 10.1109/tmi.2022.3188728] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
4
Zhao C, Zhan L, Thompson PM, Huang H. Explainable Contrastive Multiview Graph Representation of Brain, Mind, and Behavior. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION : MICCAI ... INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION 2022;13431:356-365. [PMID: 39051030 PMCID: PMC11267032 DOI: 10.1007/978-3-031-16431-6_34] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/27/2024]
5
Qureshi MB, Azad L, Qureshi MS, Aslam S, Aljarbouh A, Fayaz M. Brain Decoding Using fMRI Images for Multiple Subjects through Deep Learning. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022;2022:1124927. [PMID: 35273647 PMCID: PMC8904097 DOI: 10.1155/2022/1124927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 02/06/2022] [Accepted: 02/11/2022] [Indexed: 12/02/2022]
6
Jiang Z, Wang Y, Shi C, Wu Y, Hu R, Chen S, Hu S, Wang X, Qiu B. Attention module improves both performance and interpretability of four-dimensional functional magnetic resonance imaging decoding neural network. Hum Brain Mapp 2022;43:2683-2692. [PMID: 35212436 PMCID: PMC9057093 DOI: 10.1002/hbm.25813] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 01/29/2022] [Accepted: 02/09/2022] [Indexed: 11/15/2022]  Open
7
Du B, Cheng X, Duan Y, Ning H. fMRI Brain Decoding and Its Applications in Brain-Computer Interface: A Survey. Brain Sci 2022;12:228. [PMID: 35203991 PMCID: PMC8869956 DOI: 10.3390/brainsci12020228] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 01/29/2022] [Accepted: 01/30/2022] [Indexed: 11/25/2022]  Open
8
Mittal A, Aggarwal P, Pessoa L, Gupta A. Robust Brain State Decoding using Bidirectional Long Short Term Memory Networks in functional MRI. PROCEEDINGS. INDIAN CONFERENCE ON COMPUTER VISION, GRAPHICS & IMAGE PROCESSING 2021;2021:12. [PMID: 36350798 PMCID: PMC9639335 DOI: 10.1145/3490035.3490269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
9
Design of Deep Learning Model for Task-Evoked fMRI Data Classification. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2021;2021:6660866. [PMID: 34422034 PMCID: PMC8378948 DOI: 10.1155/2021/6660866] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Revised: 05/26/2021] [Accepted: 07/15/2021] [Indexed: 11/25/2022]
10
Sobczak F, He Y, Sejnowski TJ, Yu X. Predicting the fMRI Signal Fluctuation with Recurrent Neural Networks Trained on Vascular Network Dynamics. Cereb Cortex 2021;31:826-844. [PMID: 32940658 PMCID: PMC7906791 DOI: 10.1093/cercor/bhaa260] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 07/19/2020] [Accepted: 08/12/2020] [Indexed: 02/06/2023]  Open
11
Gadgil S, Zhao Q, Pfefferbaum A, Sullivan EV, Adeli E, Pohl KM. Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION : MICCAI ... INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION 2020;12267:528-538. [PMID: 33257918 PMCID: PMC7700758 DOI: 10.1007/978-3-030-59728-3_52] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
12
A 3D Convolutional Encapsulated Long Short-Term Memory (3DConv-LSTM) Model for Denoising fMRI Data. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION : MICCAI ... INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION 2020;12267:479-488. [PMID: 33251531 DOI: 10.1007/978-3-030-59728-3_47] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
13
Davatzikos C, Sotiras A, Fan Y, Habes M, Erus G, Rathore S, Bakas S, Chitalia R, Gastounioti A, Kontos D. Precision diagnostics based on machine learning-derived imaging signatures. Magn Reson Imaging 2019;64:49-61. [PMID: 31071473 PMCID: PMC6832825 DOI: 10.1016/j.mri.2019.04.012] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 04/24/2019] [Accepted: 04/29/2019] [Indexed: 01/08/2023]
14
Li H, Fan Y. Interpretable, highly accurate brain decoding of subtly distinct brain states from functional MRI using intrinsic functional networks and long short-term memory recurrent neural networks. Neuroimage 2019;202:116059. [PMID: 31362049 PMCID: PMC6819260 DOI: 10.1016/j.neuroimage.2019.116059] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2019] [Revised: 07/25/2019] [Accepted: 07/26/2019] [Indexed: 11/17/2022]  Open
15
Dvornek NC, Li X, Zhuang J, Duncan JS. Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI. MACHINE LEARNING IN MEDICAL IMAGING. MLMI (WORKSHOP) 2019;11861:382-390. [PMID: 32274470 DOI: 10.1007/978-3-030-32692-0_44] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
16
Gao Y, Zhang Y, Cao Z, Guo X, Zhang J. Decoding Brain States From fMRI Signals by Using Unsupervised Domain Adaptation. IEEE J Biomed Health Inform 2019;24:1677-1685. [PMID: 31514162 DOI: 10.1109/jbhi.2019.2940695] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
17
Yan W, Calhoun V, Song M, Cui Y, Yan H, Liu S, Fan L, Zuo N, Yang Z, Xu K, Yan J, Lv L, Chen J, Chen Y, Guo H, Li P, Lu L, Wan P, Wang H, Wang H, Yang Y, Zhang H, Zhang D, Jiang T, Sui J. Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data. EBioMedicine 2019;47:543-552. [PMID: 31420302 PMCID: PMC6796503 DOI: 10.1016/j.ebiom.2019.08.023] [Citation(s) in RCA: 100] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Revised: 08/09/2019] [Accepted: 08/09/2019] [Indexed: 11/22/2022]  Open
18
Li H, Fan Y. EARLY PREDICTION OF ALZHEIMER'S DISEASE DEMENTIA BASED ON BASELINE HIPPOCAMPAL MRI AND 1-YEAR FOLLOW-UP COGNITIVE MEASURES USING DEEP RECURRENT NEURAL NETWORKS. PROCEEDINGS. IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING 2019;2019:368-371. [PMID: 31803346 DOI: 10.1109/isbi.2019.8759397] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
19
Li H, Fan Y. EARLY PREDICTION OF ALZHEIMER'S DISEASE DEMENTIA BASED ON BASELINE HIPPOCAMPAL MRI AND 1-YEAR FOLLOW-UP COGNITIVE MEASURES USING DEEP RECURRENT NEURAL NETWORKS. PROCEEDINGS. IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING 2019;2019:368-371. [PMID: 31803346 PMCID: PMC6892161 DOI: 10.1109/isbi.2019.8759397 10.1109/isbi.2019.8759397] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/28/2023]
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