Brain Informatics
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HAFNI-enabled largescale platform for neuroimaging informatics (HELPNI)
Brain Informatics - Tập 2 - Trang 225-238 - 2015
Tremendous efforts have thus been devoted on the establishment of functional MRI informatics systems that recruit a comprehensive collection of statistical/computational approaches for fMRI data analysis. However, the state-of-the-art fMRI informatics systems are especially designed for specific fMRI sessions or studies of which the data size is not really big, and thus has difficulty in handling ...... hiện toàn bộ
Mô hình đa quy mô trong lâm sàng: bệnh của não bộ và hệ thần kinh Dịch bởi AI
Brain Informatics - Tập 4 - Trang 219-230 - 2017
Khoa học thần kinh tính toán là một lĩnh vực có nguồn gốc từ những nỗ lực của Hodgkin và Huxley, những người tiên phong trong phân tích định lượng hoạt động điện trong hệ thần kinh. Mặc dù vẫn tiếp tục tồn tại như một lĩnh vực độc lập, khoa học thần kinh tính toán đã kết hợp với sinh học hệ thống tính toán, và mô hình đa quy mô thần kinh đã phát triển như một nhánh. Sự hợp nhất này đã bổ sung các ...... hiện toàn bộ
#mô hình đa quy mô #khoa học thần kinh tính toán #bệnh hệ thần kinh #động kinh #chấn thương não #phục hồi chức năng thần kinh #tâm thần phân liệt
Interactive machine learning for health informatics: when do we need the human-in-the-loop?
Brain Informatics - Tập 3 Số 2 - Trang 119-131 - 2016
Single classifier vs. ensemble machine learning approaches for mental health prediction
Brain Informatics - Tập 10 - Trang 1-10 - 2023
Early prediction of mental health issues among individuals is paramount for early diagnosis and treatment by mental health professionals. One of the promising approaches to achieving fully automated computer-based approaches for predicting mental health problems is via machine learning. As such, this study aims to empirically evaluate several popular machine learning algorithms in classifying and ...... hiện toàn bộ
Workload regulation by Sudarshan Kriya: an EEG and ECG perspective
Brain Informatics - Tập 4 - Trang 13-25 - 2016
Sudarshan Kriya Yoga (SKY) is a type of rhythmic breathing activity, trivially a form of Pranayama that stimulates physical, mental, emotional, and social well-being. The objective of the present work is to verify the effect of meditation in optimizing task efficiency and regulating stress. It builds on to quantitatively answer if SKY will increase workload tolerance for divided attention tasks in...... hiện toàn bộ
Brain response pattern identification of fMRI data using a particle swarm optimization-based approach
Brain Informatics - Tập 3 - Trang 181-192 - 2016
Many neuroscience studies have been devoted to understand brain neural responses correlating to cognition using functional magnetic resonance imaging (fMRI). In contrast to univariate analysis to identify response patterns, it is shown that multi-voxel pattern analysis (MVPA) of fMRI data becomes a relatively effective approach using machine learning techniques in the recent literature. MVPA can b...... hiện toàn bộ
A review of epileptic seizure detection using machine learning classifiers
Brain Informatics - Tập 7 - Trang 1-18 - 2020
Epilepsy is a serious chronic neurological disorder, can be detected by analyzing the brain signals produced by brain neurons. Neurons are connected to each other in a complex way to communicate with human organs and generate signals. The monitoring of these brain signals is commonly done using Electroencephalogram (EEG) and Electrocorticography (ECoG) media. These signals are complex, noisy, non-...... hiện toàn bộ
Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions
Brain Informatics - Tập 10 - Trang 1-15 - 2023
While a very few studies have been conducted on classifying loving kindness meditation (LKM) and non-meditation electroencephalography (EEG) data for a single session, there are no such studies conducted for multiple session EEG data. Thus, this study aims at classifying existing raw EEG meditation data on single and multiple sessions to come up with meaningful inferences which will be highly bene...... hiện toàn bộ
Robust estimation of sulcal morphology
Brain Informatics - Tập 6 - Trang 1-11 - 2019
While it is well established that cortical morphology differs in relation to a variety of inter-individual factors, it is often characterized using estimates of volume, thickness, surface area, or gyrification. Here we developed a computational approach for estimating sulcal width and depth that relies on cortical surface reconstructions output by FreeSurfer. While other approaches for estimating ...... hiện toàn bộ
Machine learning for cognitive behavioral analysis: datasets, methods, paradigms, and research directionsAbstract Human behaviour reflects cognitive abilities. Human cognition is fundamentally linked to the different experiences or characteristics of consciousness/emotions, such as joy, grief, anger, etc., which assists in effective communication with others. Detection and differentiation between thoughts, feelings, and behaviours are paramount in learning to control o... ... hiện toàn bộ
Brain Informatics - - 2023
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