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References
Jaspreet Dodd edited this page May 28, 2024
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- McIntosh, A. R., F. L. Bookstein, J. V. Haxby, C. L. Grady (1996). Spatial pattern analysis of functional brain images using Partial Least Squares. Neuroimage 3: 143-157.
- McIntosh, A. R., N. J. Lobaugh, et al. (1998). Convergence of neural systems processing stimulus associations and coordinating motor responses. Cerebral Cortex 8: 648-659.
- Lobaugh, N. J., R. West, A. R. McIntosh (2001). Spatiotemporal analysis of experimental differences in event-related potential data with partial least squares. Psychophysiology 38: 517-530.
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- McIntosh, A. R., N. J. Lobaugh (2004). Partial least squares analysis of neuroimaging data: applications and advances. NeuroImage 23 Supplement 1: S250–263.
- Kovacevic, N., H. Abdi, D. Beaton, ADNI, A. R. McIntosh, (2013). Revisiting PLS Resampling: Comparing Significance vs. Reliability Across Range of Simulations.
- Hervé, A., W. Chin, E. V. Vinzi, G. Russolillo, L. Trinchera, (2013). New Perspectives in Partial Least Squares and Related Methods. New York, Springer-Verlag.
- Edgington, E. S. (1980). Randomization tests. New York, Marcel Dekker.
- Efron, B. and R. Tibshirani (1985). The Bootstrap Method for Assessing Statistical Accuracy. Toronto, University of Toronto.
- Wold, S., P. Geladi, et al. (1987). Multi-Way Principal Components and PLS Analysis. Journal of Chemometrics 1: 41-56.
- Streissguth, A. P., F. L. Bookstein, et al. (1993). The enduring effects of prenatal alcohol exposure on child development: Birth through seven years, a partial least squares solution. Ann Arbor, Michigan, The University of Michigan Press
- Efron, B. and R. J. Tibshirani (1993). An introduction to the bootstrap. New York, Chapman & Hall.
- Milan, L. and J. Whittaker (1995). Application of the parametric bootstrap to models that incorporation a singular value decomposition. Royal Statistical Society Journal, Series C: Applied Statistics 44(1): 31-49.
- Martin, Y. C., C. T. Lin, et al. (1995). PLS analysis of distance matrices to detect nonlinear relationships between biological potency and molecular properties. J Med Chem 38(16): 3009-15.
- Gargallo, R., C. A. Sotriffer, et al. (1999). Application of multivariate data analysis methods to comparative molecular field analysis (CoMFA) data: proton affinities and pKa prediction for nucleic acids components. J Comput Aided Mol Des 13(6): 611-23.
- Good, P. (2000). Permutation tests: A practical guide to resampling methods for testing hypotheses. New York, Springer.
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User Guide for PLS Applications
- System Requirement
- Getting Started
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Session Profile
- Creating PET sessiondata file
- Creating ERP sessiondata file
- Modifying ERP sessiondata file and saving to a different file name
- Creating E.R.fMRI sessiondata file
- Creating E.R.fMRI sessiondata file with user defined HRF
- Creating Blocked fMRI sessiondata file
- Creating Structural sessiondata file
- Modifying Structural sessiondata file and saving to a different name
- Run PLS analysis
- Show PLS Result
- Seed PLS Analysis
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Batch Process
- How to write a batch file
- Batch file to create E.R.fMRI sessiondata
- Batch file to run E.R.fMRI analysis
- Batch file to create Blocked fMRI sessiondata
- Batch file to run Blocked fMRI analysis
- Batch file to create ERP sessiondata
- Batch file to run ERP analysis
- Batch file to create PET sessiondata
- Batch file to run PET analysis
- Batch file to create Structural sessiondata
- Batch file to run Structural analysis
- Appendix
- Acknowledgments
- References
- FAQ