Publications |

**Books**

A. Majumdar, A
Sparsity Based Approach Towards Fast MRI Acquisition: Software Based Acceleration
Approach, LAM Lambert, 2012.

A. Majumdar,
Compressive Classification for Face Recognition: A New Approach, VDM Verlag, 2009.

**Book
Chapters**

B1.
A. Majumdar, "Advances in
online dynamic MRI reconstruction", in Frontiers of Medical Imaging, C.H. Chen,
World Scientific Publishing

B2.
A. Majumdar and R. K. Ward,
“Sparsity Based Reconstruction Techniques in Single Channel and Multi-channel
MRI” in Recent Advances in Medical Imaging Technologies, Troy Farncombe and Kris Iniewski, CRC
Press (In Print).

B3.
A. Majumdar, R. K. Ward and P. Nasiopoulos, “Distributed Face Recognition” in Face
Recognition: Methods, Applications and Technology, Adamo
Quaglia and Calogera M. Epifano Ed., Nova Publishers, NY, 2011

B4.
A. Majumdar and R. K. Ward,
“Compressive Classification for Face Recognition”, in Face Recognition, Ed. Milos Oravec. Intech
Publishers, pp. 47-64, 2010.

B5.
A. Majumdar, “Multi Font Bangla Basic Character Recognition via Multiresolution
Transforms”, in Digitizing the legacy of Indian Languages, Ed. Salonee Priya, ICFAI University
Press, pp. 158-174, 2010.

B6.
A. Majumdar and R. K. Ward, “Multiresolution Methods in Face Recognition” in Recent
Advances in Face Recognition, Eds. M. S. Bartlett, K. Delac
and M. Grgic, I-Tech Education and Publishing,
Vienna, Austria, pp. 79-96, 2009.

**Journals**

J1.
A. Majumdar and R. K. Ward,
"Non-Convex Row-sparse MMV Analysis Prior Formulation For EEG Signal
Reconstruction", Biomedical Signal Processing and Control, (accepted)
(I.F. 1.1).

J2.
A. Majumdar, K. Chaudhury
and R. Ward, "Calibrationless Parallel Magnetic
Resonance Imaging: A Joint Sparsity Model", Sensors, Special Issue on
Magnetic Resonance Sensors, Vol. 13(12), pp. 16714-16735, 2013. (I.F. 2.0)

J3.
M. Mohsina
and A. Majumdar, “Gabor Based Analysis Prior Formulation For EEG Signal
Reconstruction”, Biomedical Signal Processing and Control, Vol. 8 (6), pp.
951–955, 2013 (I.F. 1.1).

J4.
A. Majumdar, “Motion Predicted
Online Dynamic MRI Reconstruction from Partially Sampled K-Space Data”,
Magnetic Resonance Imaging, Vol. 31 (9), pp. 1578–1586, 2013. (I.F. 2.0)

J5.
H. S. Chen, A. Majumdar and P.
Kozlowski, “Compressed Sensing CPMG with Group-Sparse Reconstruction for Myelin
Water Imaging”, Magnetic Resonance in Medicine, (accepted), (I. F. 3.0)

J6.
A. Majumdar and R. K. Ward, “Rank
Awareness in Group-sparse Recovery of Multi-echo MR Images”, Sensors, Special
Issue on Medical and Biomedical Imaging, Vol. 13 (3), pp. 3902-3921. (I.F. 2.0)

J7.
A. Majumdar, “Improved Dynamic MRI
Reconstruction by Exploiting Sparsity and Rank-Deficiency”, Magnetic Resonance
Imaging, Vol. 31(5), pp. 789-95, 2013. (I.F. 2.0)

J8.
A. Majumdar, R. K. Ward and T. Aboulnasr, “Non-Convex Algorithm for Sparse and Low-Rank
Recovery: Application to Dynamic MRI Reconstruction”, Magnetic Resonance
Imaging, Vol. 31 (3), pp. 448 – 455. (I.F. 2.0)

J9.
A. Majumdar, R. K. Ward and T. Aboulnasr, “Algorithms to Approximately Solve NP Hard
Row-Sparse MMV Recovery Problem: Application to Compressive Color Imaging”,
IEEE Journal on Emerging and Selected Topics in Circuits and Systems , Special
Issue on Circuits, Systems and Algorithms for Compressive Sensing, Vol. 2 (3),
pp. 362-369. 2013.

J10.
A. Majumdar, R. K. Ward and T. Aboulnasr, “Compressed Sensing Based near Real-Time Online
Dynamic MRI Reconstruction”, IEEE Transactions on Medical Imaging, Vol. 31 (2),
pp. 2253 – 2266, 2012. (I.F. 3.5)

J11.
A. Majumdar and R. K. Ward, “Causal
dynamic MRI reconstruction via nuclear norm minimization”, Magnetic Resonance
Imaging, Vol. 30(10), 1483-94, pp. 2012. (I.F. 2.0)

J12.
A. Majumdar and R. K. Ward,
“Iterative Estimation of MRI Sensitivity Maps and Image based on SENSE
Reconstruction (iSENSE)”, Concepts in Magnetic
Resonance: Part A, Vol. 40 (6), pp. 269-280, 2012. (I.F. 1.7)

J13.
A. Majumdar, “FOCUSS Based Schatten-p
Norm Minimization for Real-Time Reconstruction of Dynamic Contrast Enhanced
MRI”, IEEE Signal Processing Letters, Vol. 9(5), pp. 315-318, 2012. (I.F. 1.4)

J14.
A. Majumdar and R. K. Ward,
“Calibration-less Multi-Coil MR Image Reconstruction”, Magnetic Resonance
Imaging, Vol. 30(7), pp. 1032-45, 2012. (I.F. 2.0)

J15.
A. Majumdar and R. K. Ward, “Nuclear
Norm Regularized SENSE Reconstruction”, Magnetic Resonance Imaging, Vol. 30
(2), pp. 213–221, 2012. (I.F. 2.0)

J16.
A. Majumdar and R. K. Ward,
“Accelerating Multi-Echo T2 Weighted MR Imaging: Analysis Prior Group Sparse
Optimization”, Journal of Magnetic Resonance, Vol. 210 (1), pp. 90-97, 2011.
(I.F. 2.1)

J17.
A. Majumdar and R. K. Ward, “Joint
Reconstruction of Multi-echo MR Images Using Correlated Sparsity”, Magnetic
Resonance Imaging, Vol. 29 (7), pp. 899-906, 2011. (I.F. 2.0)

J18.
A. Majumdar and R. K. Ward, “On the
Choice of Compressed Sensing Priors: An Experimental Study”, Signal Processing:
Image Communication, Vol. 27 (9), pp. 1035–1048, 2012. (I.F. 1.4)

J19.
A. Majumdar and R. K. Ward,
“Exploiting Rank Deficiency and Transform Domain Sparsity for MR Image
Reconstruction”, Magnetic Resonance Imaging, Vol. 30 (1), pp. 9–18, 2012. (I.F.
2.0)

J20.
A. Majumdar and R. K. Ward, “An
Algorithm for Sparse MRI Reconstruction by Schatten p-norm Minimization”,
Magnetic Resonance Imaging, Vol. 29(3),
pp. 408-17, 2011. (I.F. 2.0)

J21.
A. Majumdar and R. K. Ward, “Some
Empirical Advances in Matrix Completion”, Signal Processing, Vol. 91 (5), pp.
1334-1338, 2011. (I.F. 1.5)

J22.
A. Majumdar and R. K. Ward,
“Increasing Energy Efficiency in Sensor Networks: Blue Noise Sampling and
Non-Convex Matrix Completion”, International Journal of Sensor Networks, Vol.
9, (3/4), pp. 158-169, 2011. (I.F. 1.4)

J23.
A. Majumdar and R. K. Ward,
“Improved Group Sparse Classifier”, Pattern Recognition Letters, Vol. 31 (13),
pp. 1959-1964, 2010. (I.F. 1.0)

J24.
A. Majumdar and R. K. Ward,
“Compressed Sensing of Color Images”, Signal Processing, Vol. 90 (12),
3122-3127, 2010. (I.F. 2.0)

J25.
A. Majumdar and R. K. Ward, “Robust
Classifiers for Data Reduced via Random Projections”, IEEE Transactions on
Systems, Man, and Cybernetics, Part B, Vol. 40 (5), pp. 1359 - 1371. (I.F. 3.0)

J26.
A. Majumdar and R. K. Ward, “Fast
Group Sparse Classification”, IEEE Canadian Journal of Electrical and Computer
Engineering, Vol. 34 (4), pp. 136-144, 2009, (Invited).

J27. A. Majumdar, “Image Compression by Block PCA Coding in Curvelet Domain”, Journal of Signal, Image and Video
Processing, Vol. 3 (1), pp. 27-34(8), 2009. (I.F. 0.6)

**Selected
Conference Proceedings**

C1.
W. Singh, A. Shukla, S. Deb and A.
Majumdar, “Energy Efficient Acquisition and Reconstruction of EEG Signals”,
IEEE EMBC 2014 (accepted).

C2.
A. Gogna,
A. Shukla, H. Agarwal and
A. Majumdar, “Split Bregman Algorithms for Sparse /
Joint-sparse and Low-rank Signal Recovery: Application in Compressive Hyperspectral Imaging”, IEEE ICIP 2014 (accepted).

C3.
A. Shah and A. Majumdar, "
Parallelizing Sparse Recovery Algorithms: A Stochastic Approach", 19th
IEEE DSP (accepted).

C4.
H. K. Agarwal
and A. Majumdar, "Compressive Sensing Multi-Spectral Demosaicing from
Single Sensor Architecture", ChinaSIP 2014,
(accepted).

C5.
H. K. Agarwal
and A. Majumdar, "Single-Sensor Multi-Spectral Image Demosaicing Algorithm
Using Learned Interpolation Weights", IGARSS 2014, (accepted).

C6.
H. K. Agarwal
and A. Majumdar, "Extension of Sparse Randomized Kaczmarz
Algorithm for Multiple Measurement Vectors", ICPR, 2014 (accepted).

C7.
A. Gogna,
A. Shukla and A. Majumdar, "Matrix Recovery
using Split Bregman", ICPR, 2014 (accepted).

C8.
A. Majumdar, "Improved Blind
Compressed Sensing for Dynamic MRI Reconstruction", ISMRM 2014 (accepted).

C9.
A. Majumdar, "Elastic Net
Formulation for MRI Reconstruction", ISMRM 2014 (accepted).

C10.
A. Majumdar and R. K. Ward,
"Improved MRI Reconstruction via Non-Convex Elastic Net", ICASSP 2014
(accepted).

C11.
A. Majumdar and S. S. Ram.
"Two-Dimensional Array Processing with Compressed Sensing", RadarCon 2014 (accepted).

C12.
A. Majumdar and R. K. Ward, “Dynamic
CT Reconstruction by Smoothed Rank Minimization”, MICCAI, Vol. 8151, pp 131-138,
2013.

C13.
A. Majumdar, R. K. Ward and T. Aboulnasr, “FOCUSS Algorithm for Rank-Aware Row Sparse MMV
Recovery”, EUSIPCO 2013.

C14.
A. Majumdar, R. K. Ward and T. Aboulnasr, “Generalized Non-Linear Sparse Classifier”,
EUSIPCO 2013.

C15.
H. K. Agarwal,
A. Majumdar and R. K. Ward, “A Reconstruction Algorithm for Multi-Spectral
Image Demosaicing”, IASTED Signal and Image Processing, 17th to 19th July,
Banff, Canada.

C16.
G. N. Harsha,
A. Majumdar and R. K. Ward, “Disparity Map Computation for Stereo Images Using
Compressive Sampling”, IASTED Signal and Image Processing, 17th to 19th July,
Banff, Canada.

C17.
A. Shukla,
A. Majumdar and R. K. Ward, “Real-Time Dynamic MRI Reconstruction: Accelerating
Compressed Sensing on Graphical Processor Unit”, IASTED Signal and Image
Processing, 17th to 19th July, Banff, Canada.

C18.
A. Majumdar and R. K. Ward,
“Exploiting Sparsity and Rank-deficiency in Dynamic MRI Reconstruction”, IEEE
International Conference on Acoustics, Speech, and Signal Processing.

C19.
A. Majumdar and R. K. Ward,
“Exploiting Rank Deficiency for MR Image Reconstruction from Multiple Partial
K-Space Scans”, IEEE Canadian Conference on Electrical and Computer
Engineering, .

C20.
A. Majumdar and R. K. Ward,
“Non-linear Sparse and Group-sparse Classifier”, IEEE Canadian Conference on
Electrical and Computer Engineering.

C21.
A. Majumdar, R. K. Ward and T. Aboulnasr, “A FOCUSS Based Method for Low Rank Matrix
Recovery”, IEEE International Conference on Image Processing, pp. 1713-1716,
2012.

C22.
A. Majumdar, R. K. Ward and T. Aboulnasr, “k-t CaLM: Calibration-Less
Multi-Coil Dynamic MRI Reconstruction”, International Symposium on Magnetic
Resonance in Medicine (ISMRM), Melbourne 2012.

C23.
A. Majumdar and R. K. Ward, “Face
Recognition from Video: An MMV Recovery Approach”, IEEE International
Conference on Acoustics, Speech, and Signal Processing, pp. 2221-2224, 2012.

C24.
A. Majumdar and R. K. Ward,
“Synthesis and Analysis Prior Algorithms for Joint-Sparse Recovery”, IEEE
International Conference on Acoustics, Speech, and Signal Processing, pp.
3421-3424, 2012.

C25.
A. Majumdar and R. K. Ward,
“Compressed Sensing Based MR Image Reconstruction from Multiple Partial K-Space
Scans” IEEE Workshop on Signal Processing Systems (SiPS),
pp. 340-343, 2011.

C26.
H. S. Chen, A. Majumdar and P.
Kozlowski, “Compressed Sensing CPMG with Group-Sparse Reconstruction for Myelin
Water Imaging”, ISMRM, Toronto 2011.

C27.
A. Majumdar and R. K. Ward,
“Compressive Color Imaging with Group Sparsity on Analysis Prior”, IEEE
International Conference on Image Processing, pp. 1337-1340, 2010.

C28.
A. Majumdar and R. K. Ward,
“Under-determined Non-Cartesian MR Reconstruction”, MICCAI, pp. 513-520, 2010.

C29.
A. Majumdar and R. K. Ward, “A
Matrix Completion Approach to Energy Efficient Distributed Sensor Network”,
Data Compression Conference, pp. 545, 2010.

C30.
A. Majumdar and R. K. Ward,
“Non-convex Group Sparsity: Application to Color Imaging”, IEEE International
Conference on Acoustics, Speech, and Signal Processing, pp. 469-472, 2010.

C31.
A. Majumdar and R. K. Ward, “Fast
Group Sparse Classifier”, IEEE Pacific Rim Conference on Communications,
Computers and Signal Processing, Victoria, pp. 11-16, 2009.

C32.
A. Majumdar and R. K. Ward,
“Discriminative SIFT Features for Face Recognition”, IEEE Canadian Conference
on Electrical and Computer Engineering pp. 27-30, 2009.

C33.
A. Majumdar and R. K. Ward,
“Classification via Group Sparsity Promoting Regularization”, IEEE
International Conference on Acoustics, Speech, and Signal Processing, pp.
873-876, 2009.

C34.
A. Majumdar, “Classification by
Linearity Assumption”, International Conference on Advancement of Pattern
Recognition, pp. 255-258, 2009.

C35.
A. Majumdar and P. Nasiopoulos, “Frontal Face Recognition from Video”,
International Symposium on Visual Computing, Vol. 2, pp. 297-306, 2008.

C36.
A. Majumdar and R. K. Ward,
“Fingerprint Recognition with Curvelet Features and
Fuzzy KNN Classifier”, IASTED Conference on Signal and Image Processing 2008.

C37.
A. Majumdar and R. K. Ward, “Single
Image per Person Face Recognition with Images Synthesized by Non-Linear
Approximation”, IEEE International Conference on Image Processing, 2740-2743,
2008.

C38.
A. Majumdar and R. K. Ward, “Pseudo-Fisherface Method for Single Image per Person Face
Recognition”, IEEE International Conference on Acoustics, Speech, and Signal
Processing, pp. 989-992, 2008.

C39.
T. Mandal,
A. Majumdar and J. Hu, “Face Recognition Via Curvelet Based feature Extraction”, International
Conference on Image Analysis and Recognition, pp. 806-817, 2007.

C40.
B. Chaudhuri
and A. Majumdar, “A Curvelet–based Multi SVM
Recognizer for Offline Handwritten Bangla: A Major
Indian Script”, IEEE International Conference on Document Analysis and
Research, pp. 491-495, 2007.

C41. A. Majumdar and B.B. Chaudhuri “A MLP
Classifier for both Printed and Handwritten Bangla
Numeral Recognition”. Indian Conference on Computer Vision, Graphics and Image
Processing, pp. 796-804, 2006.