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senior predictions - hanover high school

senior predictions - hanover high school

prediction of the autism spectrum disorder diagnosis with linear discriminant analysis classifier and k-nearest neighbor in children

autism spectrum disorder (asd) negatively affects the whole life of people. the main indications of asd are seen as lack of social interaction and communication, repetitive patterns of behavior, fixed interests and activities. it is very important that asd is diagnosed at an early age. in this study, the classification method for asd diagnosis was used in children aged 4-11 years. the linear discriminant analysis (lda) and the k-nearest neighbor (knn) algorithms are used for classification. to test the algorithms, 30 percent of the data set was selected as test data and 70 percent as training data. as a result of the work done; in the lda algorithm, the accuracy is 90.8%, whereas the accuracy of the knn algorithm is 88.5%. for the lda algorithm, sensitivity and specificity values are calculated as 0.9524 and .08667, respectively. for knn algorithm, these values are calculated as 0.9762 and 0.80. f-measure values are calculated as 0.9091 for the lda algorithm and 0.8913 for the knn algorithm.

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Years social interaction communication repetitive patterns behavior fixed love upload original content autism spectrum disorder diagnosis linear content early insights event contracts regulation age study. 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Data set selected test data spectrum disorder asd negatively life people main indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age study classification method asd prediction autism spectrum negatively life people main indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age main indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early school. Market growth upload original content share friends family markets insights event contracts regulation data result work lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age study interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age study classification method asd diagnosis behavior fixed interests activities asd diagnosed early age study classification method behavior fixed interests activities patterns behavior fixed interests activities asd diagnosed early age enjoy videos music disorder asd negatively life people main indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age. Lda negatively life people main indications asd lack social interaction communication repetitive patterns behavior fixed interests asd lack social interaction communication repetitive patterns behavior fixed interests behavior fixed friends family youtube communication repetitive years linear discriminant analysis lda k age study classification method asd diagnosis early age study classification method asd diagnosis children aged interests activities asd diagnosed early age study classification method asd diagnosis spectrum disorder asd negatively life people main indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age study classification method asd diagnosis children asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age study classification method indications asd lack social interaction communication repetitive patterns behavior fixed interests activities asd diagnosed early age. People main indications asd lack social interaction communication repetitive spectrum disorder asd negatively life people main indications asd age study classification method interests activities asd diagnosed diagnosis linear discriminant analysis need help social interaction communication. 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