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Metrics for evaluating functional neuroimaging processing pipelines Strother, Stephen
Description
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.
Item Metadata
Title |
Metrics for evaluating functional neuroimaging processing pipelines
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Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
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Date Issued |
2016-02-01T16:21
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Description |
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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Extent |
39 minutes
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Subject | |
Type | |
File Format |
video/mp4
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Language |
eng
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Notes |
Author affiliation: Baycrest/University of Toronto
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Series | |
Date Available |
2016-08-03
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0307306
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URI | |
Affiliation | |
Peer Review Status |
Unreviewed
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Scholarly Level |
Faculty
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Rights URI | |
Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International