Staff Scientist, statistical analysis and computer modelling
Research Projects
Analysis
of the In-Vitro Neuronal Multi-electrode Recordings
Analyzing multi-electrode recordings of the in-vitro neural network
preparations. Involves (i) finding the attractors of the network using
clustering methods (ii) analysis and simulations of the corresponding
network topology (with Dietmar Plenz, NIMH).
Diffusion Tensor Imaging
(DTI)
Involves (i) Parametric and non-parametric statistical anlysis of
the DTI data; (ii) color representation of DTI data; (iii) Automated
segmentation of the relevant anatomical structures of the brain using
fiber tractography. (with Peter Basser, NICHD and Carlo Pierpaoli,
NINDS) (iv) B-spline Continuous Approximation of DT-MRI data ( Download BCADT shared library for Linux)
Statistical Estimation of Linkage
and Association from Allele Transmission Data
Using a Bayesian
approach (Integrated Likelihood Estimation) to estimate Linkage and
Association from Allele Transmission Data. A C source code for the "single
parent" transmission data is now available for download (
ELAAT). Current work focuses on the full Two-parent Allele
Transmission Data for multiple kids and requires highly parallel
computer architecture, see Biowulf/LoBoS3 . (with J. Malley, CIT,
Joan Bailey-Wilson, NHGRI, and outside NIH, R.A. Redner, J. Badner,
T. Severini)
Wavelet-based processing/compression of radiological and MRI images
Working with a team of radiologists at the Department of Radiology (DRD)
of the Clinical Center (CC). We investigate
the use of the wavelet transform based data compression
for radiological and MRI images and developed software used in
testing. The goal is to determine/develop the optimal compression
protocol to be used in the Department of Radiology.
(1995-1997, with Alexander Ling, DRD, CC)
3D PET Noise
Analysis of
the noise characteristics of GE Advance PET scanner and comparison
between its 3D and 2D modes of acquisition. These results are to be
used to improve the design of the scanning protocol for PET studies.
(1994-1996, with Richard Carson and Margaret Daube-Witherspoon, PET
Department, CC, and Stephen Bacharach, Nuclear Medicine Department,
CC)
Basser PJ and Pajevic S, "A Normal Distribution for Tensor-valued Random
Variables: Applications to Diffusion Tensor MRI," IEEE Trans Med Imag,
Vol 22, No 7, 785-794, 2003.
[PDF]
Pajevic S and Basser PJ, "Parametric and Non-Parametric Statistical
Approaches in Diffusion Tensor Magnetic Resonance Imaging," J
Magn Reson, 161, 1-14, 2003.
[PDF]
Malley JD, Redner RA, Severini TA, Badner JA, Pajevic S and Bailey-Wilson
JE, "Estimation of Linkage and Association from Allele Transmission
Data," Biometrical J, 45, 349-366, 2003.
[PDF]
Catani M, Howard RJ, Pajevic S and Jones DK, "Virtual in vivo
interactive dissection of white matter fasciculi in the human brain,"
Neuroimage, 17, 77-94, 2002.
[PDF]
Pajevic S, Aldroubi A and Basser PJ, "A continuous tensor field
approximation of discrete DT-MRI data for extracting microstructural and
architectural features of tissue," J Magn Reson, 154,
85-100, 2002.
[PDF]
Basser PJ, Pajevic S, Pierpaoli C and Aldroubi A, "Fiber tract
following in the human brain using DT-MRI data," IEICE Trans Inf
Sys, E85D, 15-21, 2002.
[PDF]