Topological Data Analysis Captures Task-Driven fMRI Profiles in Individual Participants: A Classification Pipeline Based on Persistence.
Michael J. CatanzaroSam RizzoJohn J. KopchickAsadur ChowduryDavid R. RosenbergPeter BubenikVaibhav A. DiwadkarPublished in: Neuroinformatics (2024)
Keyphrases
- data analysis
- machine learning
- pattern classification
- pattern recognition
- functional magnetic resonance imaging
- classification accuracy
- classification rules
- normal controls
- topological properties
- automatic classification
- classification method
- benchmark datasets
- support vector machine svm
- data pre processing
- feature set
- behavioral patterns
- data warehouse
- class labels
- classification algorithm
- knowledge discovery
- image classification
- support vector
- pattern discovery
- feature extraction
- decision trees
- feature vectors
- data sets
- learning algorithm
- team members
- classification scheme
- decision rules
- user profiles
- data processing
- text classification