Functional Connectivity for Disease Classification in Epilepsy: A Machine Learning Approach

被引：0
|
作者：
Gholipour, Taha [1 ]
You, Xiaozhen [2 ]
Stufflebeam, Steven [3 ]
Gaillard, William [2 ]
机构：
[1] George Washington Univ, Neurol, Washington, DC 20052 USA
[2] Childrens Natl Hlth Syst, Washington, DC USA
[3] Massachusetts Gen Hosp, Radiol, Boston, MA 02114 USA
来源：
NEUROLOGY | 2021年 / 96卷 / 15期
关键词：
D O I：
暂无
中图分类号：
R74 [神经病学与精神病学];
学科分类号：
摘要：
2848
引用
收藏
页数：2
相关论文
共 50 条
  • [1] Dynamic functional connectivity in temporal lobe epilepsy: a graph theoretical and machine learning approach
    Alireza Fallahi
    Mohammad Pooyan
    Nastaran Lotfi
    Fatemeh Baniasad
    Leili Tapak
    Neda Mohammadi-Mobarakeh
    Seyed Sohrab Hashemi-Fesharaki
    Jafar Mehvari-Habibabadi
    Mohammad Reza Ay
    Mohammad-Reza Nazem-Zadeh
    [J]. Neurological Sciences, 2021, 42 : 2379 - 2390
  • [2] Dynamic functional connectivity in temporal lobe epilepsy: a graph theoretical and machine learning approach
    Fallahi, Alireza
    Pooyan, Mohammad
    Lotfi, Nastaran
    Baniasad, Fatemeh
    Tapak, Leili
    Mohammadi-Mobarakeh, Neda
    Hashemi-Fesharaki, Seyed Sohrab
    Mehvari-Habibabadi, Jafar
    Ay, Mohammad Reza
    Nazem-Zadeh, Mohammad-Reza
    [J]. NEUROLOGICAL SCIENCES, 2021, 42 (06) : 2379 - 2390
  • [3] Classification of Alzheimer's Disease Based on Abnormal Hippocampal Functional Connectivity and Machine Learning
    Zhu, Qixiao
    Wang, Yonghui
    Zhuo, Chuanjun
    Xu, Qunxing
    Yao, Yuan
    Liu, Zhuyun
    Li, Yi
    Sun, Zhao
    Wang, Jian
    Lv, Ming
    Wu, Qiang
    Wang, Dawei
    [J]. FRONTIERS IN AGING NEUROSCIENCE, 2022, 14
  • [4] Functional Connectivity Metrics in Temporal Lobe Epilepsy: A Machine Learning Perspective With MEG
    Suhas, M.V.
    Mariyappa, N.
    Karunakar Kotegar, A.
    Ravindranadh Chowdary, M.
    Raghavendra, K.
    Asranna, Ajay
    Viswanathan, L.G.
    Anitha, H.
    Sinha, Sanjib
    [J]. IEEE Access, 2024, 12 : 175091 - 175107
  • [5] Machine Learning For Identifying Functional Connectivity MRI Alterations In Temporal Lobe Epilepsy
    Gholipour, T.
    You, X.
    Greve, D.
    Gaillard, W.
    Stufflebeam, S.
    [J]. EPILEPSIA, 2019, 60 : 94 - 94
  • [6] Percept-related EEG classification using machine learning approach and features of functional brain connectivity
    Hramov, Alexander E.
    Maksimenko, Vladimir
    Koronovskii, Alexey
    Runnova, Anastasiya E.
    Zhuravlev, Maxim
    Pisarchik, Alexander N.
    Kurths, Juergen
    [J]. CHAOS, 2019, 29 (09)
  • [7] Machine learning classification of resting state functional connectivity predicts smoking status
    Pariyadath, Vani
    Stein, Elliot A.
    Ross, Thomas J.
    [J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2014, 8
  • [8] Resting State Functional Connectivity Machine Learning Classification of Chronic Back Pain
    Weber, Kenneth A.
    Law, Christine S.
    Asher, Yoni K.
    Martucci, Katherine T.
    Gilam, Gadi
    Lewis, Bennett
    Narayan, Sahana
    Hastie, Trevor
    Wager, Tor D.
    Mackey, Sean
    [J]. ANNALS OF NEUROLOGY, 2019, 86 : S266 - S266
  • [9] The role of brain network functional connectivity and machine learning for the classification and characterization of disease phenotypes in patients with multiple sclerosis
    Rocca, Maria
    Valsasina, Paola
    Marchesi, Olga
    Preziosa, Paolo
    Sona, Diego
    Tessadori, Jacopo
    Yamin, M. Abubakar
    Filippi, Massimo
    [J]. JOURNAL OF THE NEUROLOGICAL SCIENCES, 2021, 429
  • [10] The role of brain network functional connectivity and machine learning for the classification and characterization of disease phenotypes in patients with multiple sclerosis
    Valsasina, P.
    Marchesi, O.
    Preziosa, P.
    Sona, D.
    Tessadori, J.
    Yamin, M. A.
    Filippi, M.
    Rocca, M. A.
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (2_SUPPL) : 468 - 469
12345