Machine learning and dyslexia: Classification of individual structural neuro-imaging scans of students with and without dyslexia

Type: Article

Publication Date: 2016-01-01

Citations: 70

DOI: https://doi.org/10.1016/j.nicl.2016.03.014

Locations

  • PubMed Central - View
  • NeuroImage Clinical - View
  • Europe PMC (PubMed Central) - View - PDF
  • DOAJ (DOAJ: Directory of Open Access Journals) - View
  • Wiardi Beckman Foundation (Wiardi Beckman Foundation) - View - PDF
  • PubMed - View

Similar Works

Action Title Year Authors
+ Anomalous gray matter patterns in specific reading comprehension deficit are independent of dyslexia 2016 Stephen Bailey
Fumiko Hoeft
Katherine S. Aboud
Laurie E. Cutting
+ Features and Machine Learning for Correlating and Classifying between Brain Areas and Dyslexia 2018 Alex Frid
Larry M. Manevitz
+ A Functional and Structural MRI Investigation of the Neural Signatures of Dyslexia in Adults 2016 Chloe Carissa Prince Houlihan
+ An fMRI Study of a Dyslexia Biomarker 2014 Berman Sarah
Nicole Cicchino
Hajinazarian Ardag
Mescher Madelyn
Scott K. Holland
Horowitz-Kraus Tzipi
+ PDF Chat Developing an Image-Based Dyslexia Detection Model Using the Deep Learning Technique 2023 Yazeed Alkhurayyif
Abdul Rahaman Wahab Sait
+ PDF Chat Multi-parameter machine learning approach to the neuroanatomical basis of developmental dyslexia 2016 P. Płoński
Wojciech Gradkowski
Irène Altarelli
Karla Monzalvo
Muna van Ermingen‐Marbach
Marion Grande
Stefan Heim
Artur Marchewka
Piotr Bogorodzki
Franck Ramus
+ Deep learning classification of reading disability with regional brain volume features 2023 Foram Joshi
James Z. Wang
Kenneth I. Vaden
Mark A. Eckert
+ CLASSIFYING BRAIN STATES FOR COGNITIVE TASKS: A FUNCTIONAL MRI STUDY IN CHILDREN WITH READING IMPAIRMENTS 2014 Alexandre R. Franco
Caroline Froehlich
Felipe Meneguzzi
Augusto Buchweitz
+ Neural and behavioural differences between subgroups of subjects with dyslexia 2008 Benedetta Monzani
+ Neural systems predicting long-term outcome in dyslexia 2010 Fumiko Hoeft
Bruce D. McCandliss
Jessica M. Black
Alexander Gantman
Nahal Zakerani
Charles Hulme
Heikki Lyytinen
Susan Whitfield‐Gabrieli
Gary H. Glover
Allan L. Reiss
+ PDF Chat Neurobiology of dyslexia 2014 Elizabeth S. Norton
Sara D. Beach
John D. E. Gabrieli
+ Dyslexia detection using 3D convolutional neural networks and functional magnetic resonance imaging 2020 Sofia Zahia
Begonya García-Zapirain
Ibone Saralegui
B. Fernández-Ruanova
+ Neuroanatomical correlates of developmental dyslexia 2013 Irène Altarelli
+ PDF Chat Machine learning approach for studying the neural underpinnings of dyslexia on a phonological awareness task 2022 Christoforos Christoforou
Timothy C. Papadopoulos
Maria Theodorou
+ PDF Chat Disrupted white matter connectivity underlying developmental dyslexia: A machine learning approach 2016 Zaixu Cui
Zhichao Xia
Mengmeng Su
Hua Shu
Gaolang Gong
+ PDF Chat Brain classification reveals the right cerebellum as the best biomarker of dyslexia 2009 Cyril Pernet
Jean Baptiste Poline
Jean‐François Démonet
Guillaume A. Rousselet
+ Visual Explanation for Identification of the Brain Bases for Dyslexia on fMRI Data 2020 Laura Tomaz da Silva
Nathália Bianchini Esper
Duncan D. Ruiz
Felipe Meneguzzi
Augusto Buchweitz
+ From brain to education through machine learning: Predicting literacy and numeracy skills from neuroimaging data 2023 Tomoya Nakai
Jérôme Prado
+ Anatomical Signatures of Dyslexia in Children: Unique Information from Manual and Voxel Based Morphometry Brain Measures 2005 Mark A. Eckert
Christiana M. Leonard
Marko Wilke
Mathew Eckert
Todd L. Richards
Anne Richards
Virginia W. Berninger
+ Neuroanatomical Markers for Dyslexia: A Review of Dyslexia Structural Imaging Studies 2004 Mark A. Eckert

Works That Cite This (20)

Action Title Year Authors
+ PDF Chat The Effectiveness of Educational Package Based on Visual-Spatial Processing in Reading Performance of Dyslexic Students 2017 Khatereh Vojoudi
Mahnaz‎ Akhavan Tafti
M. Khademi Ashkzari
+ Structural correlates of literacy difficulties in the second language: Evidence from Mandarin-speaking children learning English 2018 Hehui Li
James R. Booth
Nathalie Bélanger
Xiaoxia Feng
Mengyu Tian
Weiyi Xie
Manli Zhang
Yue Gao
Ang Chen
Xiujie Yang
+ Identifying Chinese Children with Dyslexia Using Machine Learning with Character Dictation 2022 Stephen Man Kit Lee
Hey Wing Liu
Xiuli Tong
+ The design and implementation of the Carolina Automated Reading Evaluation for reading deficit screening 2021 William Hoskins
William I. Hobbs
Michael J. Eason
Scott L. Decker
Jijun Tang
+ A Systematic Review of Research Dimensions Towards Dyslexia Screening Using Machine Learning 2023 Tabassum Gull Jan
Sajad Mohammad Khan
+ Dyslexia detection using 3D convolutional neural networks and functional magnetic resonance imaging 2020 Sofia Zahia
Begonya García-Zapirain
Ibone Saralegui
B. Fernández-Ruanova
+ PDF Chat Grey matter reduction in the occipitotemporal cortex in Spanish children with dyslexia: A voxel-based morphometry study 2019 Jesús Adrián‐Ventura
Manuel Soriano Ferrer
Paola Fuentes‐Claramonte
Manuel Ramón Morte-Soriano
Maria Antònia Parcet
César Ávila
+ Multi-method brain imaging reveals impaired representations of number as well as altered connectivity in adults with dyscalculia 2018 Jessica Bulthé
Jellina Prinsen
Jolijn Vanderauwera
Stefanie Duyck
Nicky Daniëls
Céline R. Gillebert
Dante Mantini
Hans Op de Beeck
Bert De Smedt
+ PDF Chat Multi-parameter machine learning approach to the neuroanatomical basis of developmental dyslexia 2016 P. Płoński
Wojciech Gradkowski
Irène Altarelli
Karla Monzalvo
Muna van Ermingen‐Marbach
Marion Grande
Stefan Heim
Artur Marchewka
Piotr Bogorodzki
Franck Ramus
+ PDF Chat Developing an Image-Based Dyslexia Detection Model Using the Deep Learning Technique 2023 Yazeed Alkhurayyif
Abdul Rahaman Wahab Sait

Works Cited by This (21)

Action Title Year Authors
+ PDF Chat Structural abnormalities in the dyslexic brain: A meta‐analysis of voxel‐based morphometry studies 2012 Fabio Richlan
Martin Kronbichler
Heinz Wimmer
+ PDF Chat Neural intersections of the phonological, visual magnocellular and motor/cerebellar systems in normal readers: Implications for imaging studies on dyslexia 2012 Laura Danelli
Manuela Berlingeri
Gabriella Bottini
Francesca Ferri
Laura Vacchi
Maurizio Sberna
Eraldo Paulesu
+ PDF Chat The left occipitotemporal system in reading: Disruption of focal fMRI connectivity to left inferior frontal and inferior parietal language areas in children with dyslexia 2010 Sanne van der Mark
Peter Klaver
Kerstin Bücher
Urs Maurer
Enrico Schulz
Silvia Brem
Ernst Martin
Daniel Brandeis
+ PDF Chat Gray matter volume changes following reading intervention in dyslexic children 2010 Anthony J. Krafnick
D. Lynn Flowers
Eileen M. Napoliello
Guinevere F. Eden
+ PDF Chat An Investigation into the Origin of Anatomical Differences in Dyslexia 2014 Anthony J. Krafnick
D. Lynn Flowers
Megan M. Luetje
Eileen M. Napoliello
Guinevere F. Eden
+ Long-term cognitive dynamics of fluent reading development 2009 Anniek Vaessen
Leo Blomert
+ Naming problems do not reflect a second independent core deficit in dyslexia: Double deficits explored 2009 Anniek Vaessen
Patty Gerretsen
Leo Blomert
+ Specific contributions of phonological abilities to early reading acquisition: Results from a Dutch latent variable longitudinal study. 1999 Peter F. de Jong
Aryan van der Leij
+ Gray matter alteration in dyslexia: converging evidence from volumetric and voxel-by-voxel MRI analyses 2004 E. Vinckenbosch
Fabrice Robichon
Stéphan Eliez
+ Neural systems predicting long-term outcome in dyslexia 2010 Fumiko Hoeft
Bruce D. McCandliss
Jessica M. Black
Alexander Gantman
Nahal Zakerani
Charles Hulme
Heikki Lyytinen
Susan Whitfield‐Gabrieli
Gary H. Glover
Allan L. Reiss