Review Article

Diagnosis-Based Hybridization of Multimedical Tests and Sociodemographic Characteristics of Autism Spectrum Disorder Using Artificial Intelligence and Machine Learning Techniques: A Systematic Review

Table 1

Description dataset used and information extraction from systematic literature review.

Ref.Dataset resource/availabilityNumber of the dataset usedDataset sizeNumber of attributes/featuresDataset areaAssociated task

[16]UCI repository3 types1-704,2-292,3-10421QuestionnairesClassification
[49]ASDTests application3 types (1-children, 2-adult, 3-adolescents)145220QuestionnairesClassification
[59]NDAR repository1153413Sociodemographic & medicalClassification
[48]UCI repository170410N/AClassification
[19]NDAR repository12 (chose 4 only)N/A150 use (21)QuestionnairesClassification
[51]https://www.kaggle.com/fabdelja/autism-screening-for-toddlers1105417QuestionnairesClassification
[41]N/A12400 (use 1034)5 clusterN/AClustering
[62]UCI repository170221QuestionnairesClassification
[4]Kaggle and UCI repository1105418QuestionnairesClassification
[1]Autism Barta application164223 (use8)QuestionnairesClassification
[53]UCI repository3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10421 (use 16)QuestionnairesClassification
[61]UCI repository129219QuestionnairesClassification
[63]https://archive.ics.uci.edu/ml/datasets/Autism+Screening+Adult#1704 (use 699)21 (use 19)QuestionnairesClassification
[47]Autism clinic of the Shanghai Mental Health Center112227QuestionnairesClassification
[46]N/A1N/A21QuestionnairesClassification
[57]ASDTests application3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10420QuestionnairesClassification
[64]1-UCI repository
2- from a webpage publicized by a professor of data analytics
2 types1-704 (use 609)
2-1118 (use 1117)
1-21
2-24
QuestionnairesClassification
[15]Kaggle and UCI repository4 types (1-toddlers, 2-child, 3-adult, 4-adolescent)1-1054
2-248
3-609
4-98
20QuestionnairesClassification
[64]UCI repository170421 (use 17)QuestionnairesClassification
[54]UCI repository170219QuestionnairesClassification
[14]Kaggle and UCI repository4 types (1-toddlers, 2-child, 3-adult, 4-adolescent)200921 (use19)QuestionnairesClassification
[60]Kaggle1N/A20QuestionnairesClassification
[55]From another paper “Autism Spectrum Disorder Screening: Machine Learning Adaptation and DSM-5 Fulfillment”170419QuestionnairesClassification
[44]UCI repository3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10421QuestionnairesClassification
[5]UCI repository3 types (1-children, 2-adult, 3-adolescents)N/A19 (use 12)QuestionnairesClassification
[42]From another paper “Autism Spectrum Disorder Screening: Machine Learning Adaptation and DSM-5 Fulfillment170420QuestionnairesClassification
[45]Collected from different sources1200040QuestionnairesClassification
[68]ASDTests application1105418QuestionnairesClassification
[50]Kaggle and UCI repository3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10421QuestionnairesClassification
[56]UCI repository129221QuestionnairesClassification
[67]ASDTests application11-292,2-704,3-10423 use (16)QuestionnairesClassification
[13]Kaggle and UCI repositoryPart 1:
-3 types
1-children
2-adult
3-adolescents
1-292,2-704,3-10421QuestionnairesClassification
Collected from an institute of special education for the people with special needs, and 150 data of non-ASD cases were collected through field visit to different schools and shopping mallsPart 2:
-use real data
250
[52]1. http://archive.ics.uci.edu/ml//datasets/Autistic+Spectrum+Disorder+Screening+Data+for+Children++2. https://archive.ics.uci.edu/ml/datasets/Autistic+Spectrum+Disorder+Screening+Data+for+Adolescent+++3. https://archive.ics.uci.edu/ml/datasets/Autism+Screening+Adult3 types (1-children, 2-adult, 3-adolescents)1-292 use (248),2-704 use (609),3-104 use (98)20QuestionnairesClassification
[43]UCI repository1290 use (241)21(use 4 question)QuestionnairesClassification
[58]1. http://archive.ics.uci.edu/ml//datasets/Autistic+Spectrum+Disorder+Screening+Data+for+Children++
. 2. https://archive.ics.uci.edu/ml/datasets/Autistic+Spectrum+Disorder+Screening+Data+for+Adolescent+++
. 3. https://archive.ics.uci.edu/ml/datasets/Autism+Screening+Adult
3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10421QuestionnairesClassification
[18]Kaggle repository1105423QuestionnairesClassification
[65]UCI repository3 types (1-children, 2-adult, 3-adolescents)1-292,2-704,3-10421QuestionnairesClassification
[6]Autism therapy counseling and help (CATCH, Bhubaneswar, India)N/A50035N/AClassification
[39]Data not publicly available due to medical confidentiality but are available from the first author on reasonable request pending the approval of the coauthors1-adult, 2-adolescents67331 (use 5,11,12,31)QuestionnairesClassification
[40]Association of parents and friends for the support and defense of the rights of people with autism1N/A
QuestionnairesClassification