The July 2010 Meeting of the San Francisco Bay Area Chapter
of the American Statistical Association (ASA)
Date and Time: Tuesday,
July 27th, 2010
4:00 - 5:30 PM
Agenda: (a)
talk by Dan Rowe
Speaker: Dan
Rowe, Marquette University
Title: A
Complex-Valued Mathematical Model for fMRI Analysis
Light refreshments will be served 4:00 - 4:30
PM. The talk will begin at 4:30 PM. The speaker will be taken to dinner
afterwards. Everyone is welcome to join.
Location: Center for Molecular and Functional Imaging
(CMFI) classroom, Room #331, China Basin Landing (CBL), Lobby 6, 3rd Floor, Department
of Radiology, University of California, San Francisco (UCSF) 185 Berry Street,
San Francisco. Driving
Directions and Map. Lobby 6 and Classroom #331 are located near the western end of CBL, across
from the San Francisco Public Library on 4th Street.
Abstract: In this talk I will
present a single coherent mathematical framework for functional magnetic
resonance imaging (fMRI) Analysis. In fMRI, it is necessary to apply many preprocessing and
transformation operations to the originally measured complex-valued measurements.
The physics signal equation describes the original raw unprocessed
complex-valued measurements. The standard preprocessing and transformation
operations are not incorporated into the modeling and analysis. As a result,
there is a complete disconnect between the analysis models and the underlying
physics of the biological system being imaged. The framework that I have
developed incorporates all of the standard preprocessing and transformations of
fMRI measurements within a single coherent mathematical
model. Starting with the physics signal equation, the standard preprocessing
and transformation operations on the raw complex-valued data will be described
using a matrix algebraic framework. The complex-valued fMRI
activation models that I have developed are generalized to include spatio-temporally correlated time series measurements as
would result from preprocessing. Results from complex-valued brain activation
models will be presented and related to the fundamental physical quantities of
proton spin density, transverse relaxation, and magnetic field inhomogeneities.
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