CLEAVE: Large Data Set ANOVA

CLEAVE is a UNIX-style command-line program which quickly computes multifactorial ANOVAs for very large data sets with minimal memory use (without loading all of the data into memory). It has been used for fMRI analysis, e.g.

CLEAVE adds the following to the standard ANOVA analyses:

0) Unlimited numbers of factors can be analyzed.
1) Factor Correlation and Unequal Variance Corrections
2) Treatment Magnitudes: omega^2, partial eta^2, and R^2
3) A convenient Ranking of Factors based upon treatment magnitudes and significance levels.
4) Post-Hoc Significance Tests
5) Post-Hoc Power Table to gauge how many subjects will be needed to achieve significance.
6) Allows the use of Random Factors.
7) A Configuration File to make the program more tunable
8) A Histogram and Cell Line Diagrams: which help the user to detect outliers.
9) Associated MATLAB functions: port CLEAVE-style data sets in or out of MATLAB.

Software is at http://www.ebire.org/hcnlab/software/cle...

Specifications

Category:Statistical Operation
License:Attribution
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Application Publications documentation

Functional properties of human auditory cortical fields posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Improving digit span assessment of short-term verbal memory posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

The Evocative Power of Sounds: Conceptual Priming between Words and Nonverbal Sounds posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Measuring consonant identification in nonsense syllables and words posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Functional Maps of Human Auditory Cortex: Effects of Acoustic Features and Attention posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Influences of modulation and spatial separation on detection of a masked broadband posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Improving the Resolution of Functional Brain Imaging: Analyzing Functional Data in Anatomical Space. posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Perceptual training improves syllable identification in new and experienced hearing aid users. posted by Timothy Herron on Apr 20, 2011

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Application Publications documentation

Attentional modulation of human auditory cortex posted by Timothy Herron on Apr 20, 2011

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Main Folder documentation

CLEAVE Introduction Video posted by Timothy Herron on Aug 27, 2010