[HTML][HTML] Validation strategies for subtypes in psychiatry: A systematic review of research on autism spectrum disorder

JAA van Rentergem, MK Deserno, HM Geurts - Clinical Psychology …, 2021 - Elsevier
Heterogeneity within autism spectrum disorder (ASD) is recognized as a challenge to both
biological and psychological research, as well as clinical practice. To reduce unexplained …

Applications of unsupervised machine learning in autism spectrum disorder research: a review

CM Parlett-Pelleriti, E Stevens, D Dixon… - Review Journal of Autism …, 2023 - Springer
Large amounts of autism spectrum disorder (ASD) data is created through hospitals, therapy
centers, and mobile applications; however, much of this rich data does not have pre-existing …

On the utility of parents' historical data to investigate the causes of autism spectrum disorder: A data mining-based framework

Z Halim, G Khan, B Shah, R Naseer, S Anwar, A Shah - IRBM, 2023 - Elsevier
Abstract Objective Autism Spectrum Disorder (ASD) is acknowledged as a challenge that
influences the learning ability of adolescents and also negatively impacts their families …

Analysis of medical data using community detection on inferred networks

J Kramer, L Boone, T Clifford, J Bruce… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
Performing network-based analysis on medical and biological data makes a wide variety of
machine learning tools available. Clustering, which can be used for classification, presents …

Phenotypically driven subgroups of ASD display distinct metabolomic profiles

N Prince, SH Chu, Y Chen, KM Mendez… - Brain, behavior, and …, 2023 - Elsevier
Abstract Autism Spectrum Disorder (ASD) is a heterogeneous condition that includes a
broad range of characteristics and associated comorbidities; however, the biology …

Inferred networks, machine learning, and health data

J Matta, V Singh, T Auten, P Sanjel - Plos one, 2023 - journals.plos.org
This paper presents a network science approach to investigate a health information dataset,
the Sexual Acquisition and Transmission of HIV Cooperative Agreement Program …

Connecting phenotype to genotype: PheWAS-inspired analysis of autism spectrum disorder

J Matta, D Dobrino, D Yeboah, S Howard… - Frontiers in Human …, 2022 - frontiersin.org
Autism Spectrum Disorder (ASD) is extremely heterogeneous clinically and genetically.
There is a pressing need for a better understanding of the heterogeneity of ASD based on …

Network representations of drum sequences for classification and generation

D Gómez-Marín, S Jordà, P Herrera - Frontiers in Computer Science, 2025 - frontiersin.org
Complex networks have emerged as a powerful framework for understanding and analyzing
musical compositions, revealing underlying structures and dynamics that may not be …

Subtypes of relapsing-remitting multiple sclerosis identified by network analysis

Q Howlett-Prieto, C Oommen, MD Carrithers… - Frontiers in Digital …, 2023 - frontiersin.org
We used network analysis to identify subtypes of relapsing-remitting multiple sclerosis
subjects based on their cumulative signs and symptoms. The electronic medical records of …

The Etiology of Autism Spectrum Disorder and Gender Dysphoria

A Nelson, P Somerville, S Patel… - 2024 46th Annual …, 2024 - ieeexplore.ieee.org
This paper investigates the genetic correlations between Autism Spectrum Disorder (ASD)
and Gender Dysphoria (GD) using network science techniques applied to data from the …