Autism Spectrum Disorder detection by an Intelligent Deep Learning Network

被引:0
|
作者
Chirputkar, Abhijit [1 ,2 ]
Raman, Ramakrishnan [3 ]
Somasundaram, K. [4 ]
Meenakshi, R. [5 ]
机构
[1] Symbiosis Inst Digital & Telecom Management, Pune, Maharashtra, India
[2] Symbiosis Int Deemed Univ, Pune, Maharashtra, India
[3] Symbiosis Int Natl Deemed Univ, Symbiosis Inst Business Management, Pune, Maharashtra, India
[4] Saveetha Sch Engn, Saveetha Inst Med & Tech Sci, Inst Informat Technol, Chennai, Tamil Nadu, India
[5] Chennai Inst Technol, Dept Comp Sci, Chennai, Tamil Nadu, India
来源
CARDIOMETRY | 2022年 / 25期
关键词
Naive Bayes; Support Vector Machines; Autism Spectrum Disorder; Artificial Intelligence; Features;
D O I
10.18137/cardiometry.2022.25.154159
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Mental disorder Autism Spectrum Disorder (ASD) is a neurodevelopmental disorder that affects a person's behaviour and communication. In today's world, ASD is gaining energy faster than ever before, limiting social and cognitive capacities while exhibiting varying expressions from one person to the next. Despite the fact that a lot of research has been done on ASD using various methodologies, the results haven't shown enough progress in precision and execution. Similarly, finding mental imbalance characteristics through screening exams is time-consuming and costly. The main goal is to present a powerful half breed forecast model using high-level AI approaches like as SVM (Support Vector Machine) and NB (Nave Bayes). When compared to current models that use a real dataset acquired from people, the evaluation findings reveal that the suggested forecast model provides higher results in terms of precision, execution, and accuracy. Furthermore, if the problem is identified, space-specific professionals from designated urban regions are advised.
引用
收藏
页码:154 / 159
页数:6
相关论文
共 50 条
  • [1] A Review on Deep Learning Algorithms in the Detection of Autism Spectrum Disorder
    Lamani, Manjunath Ramanna
    Benadit, P. Julian
    [J]. FOURTH CONGRESS ON INTELLIGENT SYSTEMS, VOL 3, CIS 2023, 2024, 865 : 283 - 297
  • [2] Classification and Detection of Autism Spectrum Disorder Based on Deep Learning Algorithms
    Alsaade, Fawaz Waselallah
    Alzahrani, Mohammed Saeed
    [J]. Computational Intelligence and Neuroscience, 2022, 2022
  • [3] Bimodal Feature Analysis with Deep Learning for Autism Spectrum Disorder Detection
    Colonnese, Federica
    Di Luzio, Francesco
    Rosato, Antonello
    Panella, Massimo
    [J]. INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2024, 34 (02)
  • [4] Deep Discriminative Learning for Autism Spectrum Disorder Classification
    Zhang, Mingli
    Zhao, Xin
    Zhang, Wenbin
    Chaddad, Ahmad
    Evans, Alan
    Poline, Jean Baptiste
    [J]. DATABASE AND EXPERT SYSTEMS APPLICATIONS, DEXA 2020, PT I, 2020, 12391 : 435 - 443
  • [5] Deep Multimodal Learning for the Diagnosis of Autism Spectrum Disorder
    Tang, Michelle
    Kumar, Pulkit
    Chen, Hao
    Shrivastava, Abhinav
    [J]. JOURNAL OF IMAGING, 2020, 6 (06)
  • [6] Autism Spectrum Disorder Classification Using Deep Learning
    Saleh, Abdulrazak Yahya
    Chern, Lim Huey
    [J]. INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2021, 17 (08) : 103 - 114
  • [7] Pivotal region and optimized deep neuro fuzzy network for autism spectrum disorder detection
    RethikumariAmma, Kavitha Nair
    Ranjana, Ponraj
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2023, 83
  • [8] FUNCTIONAL MAGNETIC RESONANCE IMAGING FOR AUTISM SPECTRUM DISORDER DETECTION USING DEEP LEARNING
    Husna, R. Nur Syahindah
    Syafeeza, A. R.
    Hamid, Norihan Abdul
    Wong, Y. C.
    Raihan, R. Atikah
    [J]. JURNAL TEKNOLOGI-SCIENCES & ENGINEERING, 2021, 83 (03): : 45 - 52
  • [9] Deep learning techniques for automated detection of autism spectrum disorder based on thermal imaging
    Ganesh, Kavya
    Umapathy, Snekhalatha
    Thanaraj Krishnan, Palani
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2021, 235 (10) : 1113 - 1127
  • [10] A Thorough Review of Deep Learning in Autism Spectrum Disorder Detection: From Data to Diagnosis
    Lamani, Manjunath Ramanna
    Pernabas, Julian Benadit
    [J]. Recent Advances in Computer Science and Communications, 2024, 17 (08) : 73 - 91