Detection of Pervasive Developmental Disorder (PDD) Using Naïve Bayes Neural Network Algorithm

Autism is defined as neuro developmental disorder which disturbs the behavioral condition and human communication level. This is a situation which is linked with the compound disorder of the brain which can lead to extensive difference in communication, interactivity, and social behavior of victim....

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Published inProceedings of the International Conference on Cognitive and Intelligent Computing pp. 453 - 459
Main Authors Nataraj, K. R., Rakshitha, R., Trupti, Monika, K.
Format Book Chapter
LanguageEnglish
Published Singapore Springer 2022
Springer Nature Singapore
SeriesCognitive Science and Technology
Subjects
Online AccessGet full text
ISBN9811923493
9789811923494
ISSN2195-3988
2195-3996
DOI10.1007/978-981-19-2350-0_44

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Abstract Autism is defined as neuro developmental disorder which disturbs the behavioral condition and human communication level. This is a situation which is linked with the compound disorder of the brain which can lead to extensive difference in communication, interactivity, and social behavior of victim. We can apply various machine learning algorithms on autism dataset and predict autism at early stage with reducing cost for testing. This paper enables us to realize best neural network algorithm which helps us predict the pervasive developmental disorder using Naïve Bayes neural network algorithm with accuracy and reducing both time and cost for prediction. And this paper also gives the comparison between machine learning algorithms and helps us to know which algorithm gives better output with more accuracy.
AbstractList Autism is defined as neuro developmental disorder which disturbs the behavioral condition and human communication level. This is a situation which is linked with the compound disorder of the brain which can lead to extensive difference in communication, interactivity, and social behavior of victim. We can apply various machine learning algorithms on autism dataset and predict autism at early stage with reducing cost for testing. This paper enables us to realize best neural network algorithm which helps us predict the pervasive developmental disorder using Naïve Bayes neural network algorithm with accuracy and reducing both time and cost for prediction. And this paper also gives the comparison between machine learning algorithms and helps us to know which algorithm gives better output with more accuracy.
Author Nataraj, K. R.
Trupti
Rakshitha, R.
Monika, K.
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Kumar, Amit
Hashimoto, Takako
Ghinea, Gheorghita
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Snippet Autism is defined as neuro developmental disorder which disturbs the behavioral condition and human communication level. This is a situation which is linked...
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StartPage 453
SubjectTerms Linear regression
Naïve Bayes
Splitting samples
Test dataset
Validation dataset
Title Detection of Pervasive Developmental Disorder (PDD) Using Naïve Bayes Neural Network Algorithm
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