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dc.rights.licenseAll rights reserved
dc.contributor.advisorValera Márquez, Juan
dc.contributor.advisorValera Márquez, Juan
dc.contributor.authorVázquez Lebrón, Natalia P.
dc.date.accessioned2024-08-22T17:25:36Z
dc.date.available2024-08-22T17:25:36Z
dc.date.issued2024-08-22
dc.identifier.citationVázquez Lebrón, N. P. (2024). Use of Artificial Intelligence in Medical Classification for Hemiplegic Patients [Research Poster]. Undergraduate Research Program for Honor and Outstanding Students HSI STEM Grant, Polytechnic University of Puerto Rico.
dc.identifier.urihttps://hdl.handle.net/20.500.12475/2651
dc.descriptionFinal Research Poster for the Undergraduate Research Program for Honor and Outstanding Students HSI STEM Grant
dc.description.abstractThis study explores a machine learning-based neural network system using MATLAB to classify hemiplegia, a condition causing paralysis on one side of the body. Using data from the specialized treatment center “El laboratorio de marcha en el Hospital Ortopédico Infantil” in Caracas, Venezuela, the study developed an algorithm to categorize patients into four established hemiplegia types. Techniques such as Principal Component Analysis (PCA) and Self-Organizing Maps (SOMs) were used for dimensionality reduction and data clustering, while a Convolutional Neural Network (CNN) refined the classification. The algorithm identified distinct subgroups within the categories, indicating a more complex data structure. Despite promising results in aiding clinical diagnosis, time constraints limited the exploration of these subcategories. This research demonstrates the potential of AI to enhance medical diagnostics, especially in resource-limited settings.en_US
dc.description.sponsorshipThis research project was supported by the HSI STEM Title III Polytechnic University of Puerto Rico “A Multifaceted Approach to Student Centered STEM Education” P031C210139
dc.language.isoenen_US
dc.relation.ispartofseriesUndergraduate Research Program for Honor and Outstanding Students HSI STEM Grant 2023-2024
dc.subject.lcshArtificial intelligence--Medical applications
dc.subject.lcshHemiplegics
dc.subject.lcshPolytechnic University of Puerto Rico--Biomedical Engineering Department--Undergraduates--Research
dc.subject.lcshPolytechnic University of Puerto Rico--Undergraduates--Posters
dc.titleUse of Artificial Intelligence in Medical Classification for Hemiplegic Patientsen_US
dc.typePosteren_US
dc.rights.holderPolytechnic University of Puerto Rico, Undergraduate Research Program for Honor and Outstanding Students HSI STEM Grant


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