Scholarlink

AI and cognitive psychologyCognitive psychology aims to understand and explain the intelligent behavior of human beings to develop sophisticated AI systems that mimic human cognition. This study examined artificial intelligenceArtificial intelligence with cognitive psychologyCognitive psychology to detect MDDMajor Depressive Disorder (MDD) and its subtype in children of India. MDDMajor Depressive Disorder (MDD) is becoming more widely identified as a serious issue affecting children and adolescents. According to the World Health Organization, depression is one of the leading causes of disability. This review’s objective is to evaluate MDDMajor Depressive Disorder (MDD) and its subtype in children of India. A scoping review of 50 articles after screening and identification is used to categorize mental health problems other than MDDMajor Depressive Disorder (MDD) among children and an ensemble modelEnsemble models is used to categorize MDDMajor Depressive Disorder (MDD) patients with other mental disorders. The data obtained from the model has been cleaned using a pre-processing methodology and recursive feature elimination is used to select the relevant feature. The prevalence reported in the area of children’s mental health across research varies greatly, predominantly because of methodological discrepancies. There is a lack of knowledge regarding the symptom profile and risk factors that result in the cause and findings of depression in children and adolescents.

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Anxiety or Depression Prediction of MDD in Children Using Ensemble Learning: A Systematic Review

  • 会议论文

  • 发表日期：

    2025年

查看全文
  • C. R. Anju,
  • Shiny Duela

摘要

AI and cognitive psychologyCognitive psychology aims to understand and explain the intelligent behavior of human beings to develop sophisticated AI systems that mimic human cognition. This study examined artificial intelligenceArtificial intelligence with cognitive psychologyCognitive psychology to detect MDDMajor Depressive Disorder (MDD) and its subtype in children of India. MDDMajor Depressive Disorder (MDD) is becoming more widely identified as a serious issue affecting children and adolescents. According to the World Health Organization, depression is one of the leading causes of disability. This review’s objective is to evaluate MDDMajor Depressive Disorder (MDD) and its subtype in children of India. A scoping review of 50 articles after screening and identification is used to categorize mental health problems other than MDDMajor Depressive Disorder (MDD) among children and an ensemble modelEnsemble models is used to categorize MDDMajor Depressive Disorder (MDD) patients with other mental disorders. The data obtained from the model has been cleaned using a pre-processing methodology and recursive feature elimination is used to select the relevant feature. The prevalence reported in the area of children’s mental health across research varies greatly, predominantly because of methodological discrepancies. There is a lack of knowledge regarding the symptom profile and risk factors that result in the cause and findings of depression in children and adolescents.