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Dementia Detection Using Machine Learning in Males and Females

Publication Type : Conference Proceedings

Publisher : IEEE

Source : 2024 International Conference on Artificial Intelligence and Emerging Technology (Global AI Summit)

Url : https://doi.org/10.1109/globalaisummit62156.2024.10947948

Campus : Bengaluru

School : School of Engineering

Department : Electronics and Communication

Year : 2024

Abstract : In this study, we train different Machine Learning classifiers on male and female samples from The ADReSS Challenge dataset. After testing them on data consisting of both male and female samples as well as on data with samples of only the corresponding sex, we use SHapley Additive exPlanations on the models to identify the most important features. Then, we present the results of training the models with only the most important features identified. Finally, we present a comparative analysis based on the observations and insights gathered through these experiments.

Cite this Research Publication : Aishwarya Hariharan Iyer, Susmitha Vekkot, Deepa Gupta, E A Gopalakrishnan, Dementia Detection Using Machine Learning in Males and Females, 2024 International Conference on Artificial Intelligence and Emerging Technology (Global AI Summit), IEEE, 2024, https://doi.org/10.1109/globalaisummit62156.2024.10947948

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