Frontiers in Neuroinformatics

Original Research

Published on 01 Dec 2021

Comparing the Performance of Two Radiomic Models to Predict Progression and Progression Speed of White Matter Hyperintensities

Yuan Shao
Jingru Ruan
Yuyun Xu
Zhenyu Shu
Xiaodong He

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.789295

4,145 views
4 citations

Original Research

Published on 25 Nov 2021

Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models

Afshin Shoeibi
Delaram Sadeghi
Parisa Moridian
Navid Ghassemi
Jónathan Heras
Roohallah Alizadehsani
Ali Khadem
Yinan Kong
Saeid Nahavandi
Yu-Dong Zhang

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.777977

29,916 views
187 citations

Original Research

Published on 24 Nov 2021

Multimodal Ensemble Deep Learning to Predict Disruptive Behavior Disorders in Children

Sreevalsan S. Menon
K. Krishnamurthy

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.742807

9,765 views
17 citations

Brief Research Report

Published on 19 Nov 2021

Modeling Neurodegeneration in silico With Deep Learning

Anup Tuladhar
Jasmine A. Moore
Zahinoor Ismail
Nils D. Forkert

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.748370

11,680 views
13 citations

Original Research

Published on 19 Nov 2021

Comparison of Resampling Techniques for Imbalanced Datasets in Machine Learning: Application to Epileptogenic Zone Localization From Interictal Intracranial EEG Recordings in Patients With Focal Epilepsy

Giulia Varotto
Gianluca Susi
Laura Tassi
Francesca Gozzo
Silvana Franceschetti
Ferruccio Panzica

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.715421

11,004 views
35 citations

Original Research

Published on 17 Nov 2021

Magnetic Resonance Imaging Sequence Identification Using a Metadata Learning Approach

Shuai Liang
Derek Beaton
Stephen R. Arnott
Tom Gee
Mojdeh Zamyadi
Robert Bartha
Sean Symons
Glenda M. MacQueen
Stefanie Hassel
Jason P. Lerch

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.622951

9,637 views
25 citations

Technology and Code

Published on 01 Nov 2021

PymoNNto: A Flexible Modular Toolbox for Designing Brain-Inspired Neural Networks

Marius Vieth
Tristan M. Stöber
Jochen Triesch

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.715131

7,794 views
5 citations

Editorial

Published on 29 Oct 2021

Editorial: Bio-Inspired Physiological Signal(s) and Medical Image(s) Neural Processing Systems Based on Deep Learning and Mathematical Modeling for Implementing Bio-Engineering Applications in Medical and Industrial Fields

Francesco Rundo
Giuseppe Luigi Banna
Concetto Spampinato
Sabrina Conoci

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.763699

4,685 views
1 citation

Original Research

Published on 22 Oct 2021

Influence of the Number of Channels and Classification Algorithm on the Performance Robustness to Electrode Shift in Steady-State Visual Evoked Potential-Based Brain-Computer Interfaces

Hodam Kim
Chang-Hwan Im

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.750839

8,039 views
8 citations

Original Research

Published on 20 Oct 2021

Classification of Obsessive-Compulsive Disorder Using Distance Correlation on Resting-State Functional MRI Images

Qian Luo
Weixiang Liu
Lili Jin
Chunqi Chang
Ziwen Peng

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.676491

7,531 views
12 citations

Original Research

Published on 06 Oct 2021

Non-parametric MRI Brain Atlas for the Polish Population

Damian Borys
Marek Kijonka
Krzysztof Psiuk-Maksymowicz
Kamil Gorczewski
Lukasz Zarudzki
Maria Sokol
Andrzej Swierniak

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.684759

8,771 views
5 citations

Technology and Code

Published on 22 Sep 2021

THINGSvision: A Python Toolbox for Streamlining the Extraction of Activations From Deep Neural Networks

Lukas Muttenthaler
Martin N. Hebart

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.679838

17,741 views
46 citations

Technology and Code

Published on 16 Sep 2021

Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation

Florian Porrmann
Sarah Pilz
Alessandra Stella
Alexander Kleinjohann
Michael Denker
Jens Hagemeyer
Ulrich Rückert

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.723406

11,836 views
5 citations

Original Research

Published on 02 Sep 2021

Estimation of Emotional Arousal Changes of a Group of Individuals During Movie Screening Using Steady-State Visual-Evoked Potential

Seonghun Park
Do-Won Kim
Chang-Hee Han
Chang-Hwan Im

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.731236

12,848 views
6 citations

Original Research

Published on 01 Sep 2021

Fiber Clustering Acceleration With a Modified Kmeans++ Algorithm Using Data Parallelism

Isaac Goicovich
Paulo Olivares
Claudio Román
Andrea Vázquez
Cyril Poupon
Jean-François Mangin
Pamela Guevara
Cecilia Hernández

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.727859

12,593 views
10 citations

Original Research

Published on 01 Sep 2021

Medical Image Interpolation Using Recurrent Type-2 Fuzzy Neural Network

Jafar Tavoosi
Chunwei Zhang
Ardashir Mohammadzadeh
Saleh Mobayen
Amir H. Mosavi

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.667375

14,633 views
34 citations

Technology and Code

Published on 26 Aug 2021

The EBRAINS NeuroFeatureExtract: An Online Resource for the Extraction of Neural Activity Features From Electrophysiological Data

Luca L. Bologna
Roberto Smiriglia
Dario Curreri
Michele Migliore

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.713899

11,318 views
7 citations

Opinion

Published on 23 Aug 2021

Towards Bridging the Gap Between Computational Intelligence and Neuroscience in Brain-Computer Interfaces With a Common Description of Systems and Data

Avinash Kumar Singh
Guillermo Sahonero-Alvarez
Mufti Mahmud
Luigi Bianchi

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.699840

11,610 views
6 citations

Original Research

Published on 19 Aug 2021

A Validation of Supervised Deep Learning for Gait Analysis in the Cat

Charly G. Lecomte
Johannie Audet
Jonathan Harnie
Alain Frigon

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.712623

10,613 views
25 citations

Original Research

Published on 19 Aug 2021

Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network

Xin Chen
Yuanjie Zheng
Changxu Dong
Sutao Song

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.605729

4,389 views
16 citations

Original Research

Published on 13 Aug 2021

Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies

Alexandre Routier
Ninon Burgos
Mauricio Díaz
Michael Bacci
Simona Bottani
Omar El-Rifai
Sabrina Fontanella
Pietro Gori
Jérémy Guillon
Alexis Guyot

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.689675

18,950 views
130 citations

Brief Research Report

Published on 11 Aug 2021

Fitting Splines to Axonal Arbors Quantifies Relationship Between Branch Order and Geometry

Thomas L. Athey
Jacopo Teneggi
Joshua T. Vogelstein
Daniel J. Tward
Ulrich Mueller
Michael I. Miller

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.704627

6,086 views
7 citations

Original Research

Published on 11 Aug 2021

Comparative Study of Multi-Delay Pseudo-Continuous Arterial Spin Labeling Perfusion MRI and CT Perfusion in Ischemic Stroke Disease

Xi Xu
Zefeng Tan
Meng Fan
Mengjie Ma
Weimin Fang
Jianye Liang
Zeyu Xiao
Changzheng Shi
Liangping Luo

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.719719

7,823 views
20 citations

Original Research

Published on 05 Aug 2021

Dissociable Neural Representations of Adversarially Perturbed Images in Convolutional Neural Networks and the Human Brain

Chi Zhang
Xiao-Han Duan
Lin-Yuan Wang
Yong-Li Li
Bin Yan
Guo-En Hu
Ru-Yuan Zhang
Li Tong

Frontiers in Neuroinformatics

doi 10.3389/fninf.2021.677925

5,823 views

1,136 articles

articles

Comparing the Performance of Two Radiomic Models to Predict Progression and Progression Speed of White Matter Hyperintensities

Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models

Multimodal Ensemble Deep Learning to Predict Disruptive Behavior Disorders in Children

Modeling Neurodegeneration in silico With Deep Learning

Comparison of Resampling Techniques for Imbalanced Datasets in Machine Learning: Application to Epileptogenic Zone Localization From Interictal Intracranial EEG Recordings in Patients With Focal Epilepsy

Magnetic Resonance Imaging Sequence Identification Using a Metadata Learning Approach

PymoNNto: A Flexible Modular Toolbox for Designing Brain-Inspired Neural Networks

Editorial: Bio-Inspired Physiological Signal(s) and Medical Image(s) Neural Processing Systems Based on Deep Learning and Mathematical Modeling for Implementing Bio-Engineering Applications in Medical and Industrial Fields

Influence of the Number of Channels and Classification Algorithm on the Performance Robustness to Electrode Shift in Steady-State Visual Evoked Potential-Based Brain-Computer Interfaces

Classification of Obsessive-Compulsive Disorder Using Distance Correlation on Resting-State Functional MRI Images

Non-parametric MRI Brain Atlas for the Polish Population

THINGSvision: A Python Toolbox for Streamlining the Extraction of Activations From Deep Neural Networks

Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation

Estimation of Emotional Arousal Changes of a Group of Individuals During Movie Screening Using Steady-State Visual-Evoked Potential

Fiber Clustering Acceleration With a Modified Kmeans++ Algorithm Using Data Parallelism

Medical Image Interpolation Using Recurrent Type-2 Fuzzy Neural Network

The EBRAINS NeuroFeatureExtract: An Online Resource for the Extraction of Neural Activity Features From Electrophysiological Data

Towards Bridging the Gap Between Computational Intelligence and Neuroscience in Brain-Computer Interfaces With a Common Description of Systems and Data

A Validation of Supervised Deep Learning for Gait Analysis in the Cat

Multi-Dimensional Enhanced Seizure Prediction Framework Based on Graph Convolutional Network

Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies

Fitting Splines to Axonal Arbors Quantifies Relationship Between Branch Order and Geometry

Comparative Study of Multi-Delay Pseudo-Continuous Arterial Spin Labeling Perfusion MRI and CT Perfusion in Ischemic Stroke Disease

Dissociable Neural Representations of Adversarially Perturbed Images in Convolutional Neural Networks and the Human Brain