BIRS Workshop Lecture Videos

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BIRS Workshop Lecture Videos

Metrics for evaluating functional neuroimaging processing pipelines Strother, Stephen


I will survey the range of quantitative metrics used in the literature for evaluating the performance of functional neuroimaging processing pipelines and attempt to compare their strengths and weaknesses. Metrics to be discussed will include: ROC and Pseudo-ROC Curves, Cluster Overlap Metrics, Intra-class Correlation Coefficients and extensions, Spatial Pattern Reproducibility, Similarity Metric Ranking Approaches, Cross-validated Prediction, and Combinations of Metrics. In particular I will focus on interactions between data preprocessing/cleaning and data analysis, and whether it makes sense to treat these as separate independent choices when evaluating pipelines.

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