Time series analysis in the time domain and resampling methods for studies of functional magnetic resonance brain imaging

Human Brain Mapping

Volumn 5, Issue 3, 1997, Pages 168-193

  Locascio, Joseph J ^a   Jennings, Peggy J ^a   Moore, Christopher I ^a   Corkin, Suzanne ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

ARIMA; ARMA; Autocorrelation; Autoregression; Bootstrap; Box Jenkins; CARMA; fMRI; Moving average; Permutation

Indexed keywords

ANALYTIC METHOD; ARTICLE; AVERAGE; BRAIN MAPPING; CORRELATION FUNCTION; NUCLEAR MAGNETIC RESONANCE; PRIORITY JOURNAL; STATISTICAL ANALYSIS;

EID: 0030843419     PISSN: 10659471     EISSN: None     Source Type: Journal    
DOI: 10.1002/(SICI)1097-0193(1997)5:3<168::AID-HBM3>3.0.CO;2-1     Document Type: Article

References (55)

1. Aldenderfer MS, Blashfield RK (1984): Cluster Analysis. Quantitative Applications in the Social Sciences Series, No, 44. Thousand Oaks, CA: Sage Publications, Inc.
2. Bandettini PA, Jesmanowicz A, Wong EC, Hyde JS (1993): Processing strategies for time-course data sets in functional MRI of the human brain. Magn Reson Med 30:161-173.
3. Binder JR, Rao SM (1994): Human brain mapping with functional magnetic resonance imaging. In: Kertesz A (ed): Localization and Neuroimaging in Neuropsychology. Orlando, FL: Academic Press, pp 185-212.
4. BMDP Statistical Software Manual. Volume 1. (1990a): The 2T Program: Box-Jenkins Time Series Analysis. Berkeley, CA: University of California Press, pp 435-488.
5. BMDP Statistical Software Manual. Volume 2. (1990b): The IT Program: Univariate and Bivariate Spectral Analysis. Berkeley, CA: University of California Press, pp 1079-1120.
6. Box GEP, Jenkins GM (1976): Time Series Analysis: Forecasting and Control. San Francisco: Holden-Day.
7. Box GEP, Tiao GC (1975): Intervention analysis with application to economic and environmental problems. J Am Stat Assoc 70: 70-79.
8. Box GEP, Jenkins GM, Reinsel GC (1994): Time Series Analysis: Forecasting and Control 3rd Ed. Englewood Cliffs, NJ: Prentice-Hall, Inc.
9. Bullmore E, Brammer M, Williams SCR, Rabe-Hesketh S, Janot N, David A, Mellers J, Howard R, Sham P (1996): Statistical methods of estimation and inference for functional MR image analysis. Magn Reson Med 35(2):261-277.
10. Cohen J, Cohen P (1983): Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences, 2nd Ed. Hillsdale, NJ: Lawrence Erlbaum and Associates.
11. Cromwell JB, Labys WC, Terraza M (1994a): Univariate tests for time series models. Quantitative Applications in the Social Sciences Series, No. 99. Thousand Oaks, CA: Sage Publications, Inc.
12. Cromwell JB, Hannan MJ, Labys WC, Terraza M (1994b): Multivariate tests for time series models. Quantitative Applications in the Social Sciences Series, No. 100. Thousand Oaks, CA: Sage Publications, Inc.
13. DeYoe EA, Bandettini P, Neitz J, Miller D, Winans P (1994): Functional magnetic resonance imaging (fMRI) of the human brain. J Neurosci Methods 54:171-187.
14. Disbrow E, Buonocore M, Antognini J, Carstens E, Shumway R (1995): Time series analysis: an alternative method for processing fMRI data. Abstract presented to the Cognitive Neuroscience Society, San Francisco.
15. Efron B (1982): The Jacknife, the Bootstrap and Other Resampling Plans, Philadelphia, PA: Society for Industrial and Applied Mathematics.
16. Friston KJ, Frith CD, Liddle PF, Frackowiak RSJ (1991): Comparing functional (PET) images: the assessment of significant change. J Cereb Blood Flow Metab 11:690-699.
17. Friston KJ, Jezzard P, Turner R (1994a): The analysis of functional MRI time-series. Hum Brain Mapping 1:153-171.
18. Friston KJ, Worsley KJ, Frackowiak RSJ, Mazziotta JC, Evans AC (1994b): Assessing the significance of focal activations using their spatial extent. Hum Brain Mapping 1:210-220.
19. Friston KJ, Holmes AP, Poline J-B, Grasby PJ, Williams SCR, Frackowiak RSJ, Turner R (1995a): Analysis of fMRI time-series revisited. Neuroimage 2:45-53.
20. Friston KJ, Holmes AP, Worsley KJ, Poline J-P, Frith CD, Frackowiak RSJ (1995b): Statistical parametric maps in functional imaging: a general linear approach. Hum Brain Mapping 2:189-210.
21. Good P (1994): Permutation Tests: A Practical Guide to Resampling Methods for Testing Hypotheses, New York, NY: Springer-Verlag, Inc.
22. Gottman JM (1981): Time-Series Analysis: A Comprehensive Introduction for Social Scientists, New York, NY: Cambridge University Press.
23. Hochberg Y, Tamhane AC (1987): Multiple Comparisons Procedures, New York: John Wiley & Sons, Inc.
24. Holmes AP, Blair RC, Watson JDG, Ford I (1995): Non-parametric analysis of statistic images from functional mapping experiments. NeuroImage 2:S72.
25. Holmes AP, Blair RC, Watson JDG, Ford I (1996): Non-parametric analysis of statistic images from functional mapping experiments. J Cereb Blood Flow Metab 16:7-22.
26. Jennings PJ, Stern CE, Kwong KK, Locascio JJ, Corkin S, Rosen BR, Gonzalez RG (1996a): Basal ganglia function in a sequential movement task. Poster presentation at Second International Conference on Functional Mapping of the Human Brain, Boston, MA, June 17-21. NeuroImage 3 Part 2:S385.
27. Jennings PJ, Stern CE, Kwong KK, Sugiura RM, Guimaraes AR, Gonzalez RG, Corkin S, Rosen BR (1996b): Supplementary motor area activity in sequential movements from memory: evidence from functional MRI. Poster presentation at Massachusetts Alzheimer's Disease Research Center Ninth Annual Scientific Poster Session, Massachusetts General Hospital, Boston, MA.
28. Kim J, Trivedi PK (1994): Econometric time series analysis software: a review. Am Stat 48:336-346.
29. Kim S-G, Ashe J, Georgopoulos AP, Merkle H, Ellermann JM, Menon RS, Ogawa S, Ugurbil K (1993a): Functional imaging of human motor cortex at high magnetic field. J Neurophysiol 69:297-302.
30. Kim S-G, Ashe J, Hendrich K, Ellermann JM, Merkle H, Ugurbil K, Georgopoulos AP (1993b): Functional magnetic resonance imaging of motor cortex: hemispheric asymmetry and handedness. Science 261:615-617.
31. Kim S-G, Ugurbil K, Strick PL (1994): Activation of a cerebellar output nucleus during cognitive processing. Science 265:949-951.
32. Le Bihan D, Karni A (1995): Applications of magnetic resonance imaging to the study of human brain function. Curr Opin Neurobiol 5:231-237.
33. Ljung GM, Box GEP (1978): On a measure of lack of fit in time series models. Biometrika 65:297-303.
34. Marquardt DW (1963): An algorithm for least squares estimation of nonlinear parameters. J Soc Industrial Appl Mathematics 2:431-441.
35. McCleary R, Hay RA (1980): Applied Time Series Analysis for the Social Sciences, Thousand Oaks, CA: Sage Publications, Inc.
36. McDowall D, McCleary R, Meidinger EE, Hay RA (1980): Interrupted time series analysis Quantitative Applications in the Social Sciences Series, No. 21. Thousand Oaks, CA: Sage Publications, Inc.
37. Mclntosh AR, Gonzalez-Lima F (1994): Structural equation modeling and its application to network analysis in functional brain imaging. Hum Brain Mapping 2:2-22.
38. Mooney CZ, Duval RD (1993): Bootstrapping: a nonparametric approach to statistical inference. Quantitative Applications in the Social Sciences Series, No. 95. Thousand Oaks, CA: Sage Publications, Inc.
39. Myers JL (1979): Fundamentals of Experimental Design, 3rd Ed. Boston: Allyn and Bacon, Inc.
40. Pankratz A (1983): Forecasting With Univariate Box-Jenkins Models: Concepts and Cases. New York: John Wiley & Sons, Inc.
41. Pankratz A (1991): Forecasting with Dynamic Regression Models, New York: John Wiley & Sons, Inc.
42. Resampling Stats (1996): 612 N. Jackson St., Arlington, VA 22201. (703) 522-2713. Internet: resample@cais.com.
43. SAS/ETS (Econometric Time Series) User's Guide: Version 6, Second Edition. (1993): The Arima Procedure, pp 99-182. The Autoreg Procedure, pp 183-253. The Spectra Procedure, pp 749-770. Cary, NC: SAS Institute Inc.
44. SAS/ETS (Econometric Time Series) User's Guide: Version 6, Second Edition. (1993): The Arima Procedure, pp 99-182. The Autoreg Procedure, pp 183-253. The Spectra Procedure, pp 749-770. Cary, NC: SAS Institute Inc.
45. SAS/ETS (Econometric Time Series) User's Guide: Version 6, Second Edition. (1993): The Arima Procedure, pp 99-182. The Autoreg Procedure, pp 183-253. The Spectra Procedure, pp 749-770. Cary, NC: SAS Institute Inc.
46. SAS/STAT User's Guide (1990): Vol 1 and 2. Version 6, Fourth Edition. Cary, NC: SAS Institute Inc.
47. SAS Technical Report P-229. SAS/STAT Software: Changes and Enhancements. Release 6.07. (1992): The Multtest Procedure, pp 369-405. Cary, NC: SAS Institute Inc.
48. Sidak Z (1967): Rectangular confidence regions for the means of multivariate normal distributions. J Am Stat Assoc 62:626-633.
49. Siegel S, Castellan NJ (1988): Nonparametric Statistics for the Behavioral Sciences, 2nd Ed. New York, NY: McGraw-Hill, Inc.
50. Stern CE, Corkin S, Gonzalez RG, Guimaraes AR, Baker JR, Jennings PJ, Carr CA, Sugiura RM, Vedantham V, Rosen BR (1996): The hippocampal formation participates in novel picture encoding: evidence from functional magnetic resonance imaging. Proc Natl Acad Sci USA 93:8660-8665.
51. Tagaris GA, Kim S-G, Ugurbil K, Georgopoulos AP (1995): Box-Jenkins Intervention Analysis of Functional MRI Data. Presentation at Society of Magnetic Resonance, Third Scientific Meeting, and European Society for Magnetic Resonance in Medicine and Biology, 12th Annual Meeting, Nice, France, August 19-25.
52. Toothaker LE (1993): Multiple Comparison Procedures. Quantitative Applications in the Social Sciences Series, No. 89. Thousand Oaks, CA: Sage Publications, Inc.
53. Tyszka JM, Grafton ST, Chew W, Woods RP, Colletti PM (1994): Parceling of mesial frontal motor areas during ideation and movement using functional magnetic resonance imaging at 1.5 Tesla. Ann Neurol 35:746-749.
54. Westfall PH, Young SS (1993): Resampling-Based Multiple Testing: Examples and Methods for p-Value Adjustment. New York, NY: John Wiley & Sons, Inc.
55. Worsley KJ, Friston KJ (1995): Analysis of fMRI time-series revisited - again. NeuroImage 2:173-181.