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·2021
Analysis of Brain fMRI Data via Topological Data Clustering Method IoPS
Taekgeun Jung, Hong Seo Ryoo
2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
초록

Topological Data Analysis is a machine learning technique that has lately gained traction in bioinformatics research. With mathematical clarity and efficiency, our clustering algorithm IoPS topologically constructs clusters from data. We uses IoPS to analyze CMP (Continuous Multitask Paradigm) data which is the fMRI of 18 people's brain while they performed some tasks. The brain ROIs that are commonly or distinctly activated for various tasks are clearly identified using our method.

키워드
Cluster analysisComputer scienceArtificial intelligenceBig dataTopological data analysisCLARITYPattern recognition (psychology)Data miningAlgorithm
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2021