Asoke K. Nandi



In April 2013, Professor Nandi moved to Brunel University London to be the Head of Electronic and Computer Engineering from the University of Liverpool where he held the David Jardine Chair of Signal Processing in the Department of Electrical Engineering and Electronics. He was the Head of the Signal Processing and Communications Research Group which he established in 1999. Professor Nandi received his PhD from the University of Cambridge. Subsequently, he held positions in Rutherford Appleton Laboratory, CERN, Queen Mary University of London, the University of Oxford, Imperial College London, University of Strathclyde, and the University of Liverpool.

Professor Nandi has published over 200 papers in refereed international journals (total: 500 technical papers) with an h-index of 60 (all citation figures in this resume are from Google Scholar). He has made pioneering theoretical and applied contributions to statistical signal processing, wireless communications, machine learning, and biomedical signal processing, with growing applications in genomic signal processing and brain signal processing, and Big Data.


 Professional Memberships

  • Fellow, Royal Academy of Engineering, U.K. (2014).
  • Fellow, Institute of Electrical and Electronics Engineers, U.S.A. (2011).
  • Fellow, British Computer Society, U.K. (2007).
  • Fellow, Institution of Mechanical Engineers, U.K. (2007)
  • Fellow, Royal Society for the encouragement of Arts, Manufactures and Commerce, U.K. (2002).
  • Fellow, Institution of Engineering and Technology [formerly The Institution of Electrical Engineers, U.K. (1996)].
  • Fellow, Institute of Physics, London, U.K. (1992).
  • Fellow, Institute of Mathematics and its Applications, U.K. (1989).
  • Fellow, Cambridge Philosophical Society, Cambridge, U.K. (1979).
  • Chartered Scientist (2004); Chartered IT Professional (2004); Chartered Engineer (1990); Chartered Mathematician (1990); Chartered Physicist (1985).


  • 2012 - IEEE Communications Society Heinrich Hertz Award for Best Communications Letter.
  • 2012 - Adjunct Professor at the University of Calgary, Canada (from 2012-2015).
  • 2012 - Visiting Professor at the Universite d’Orleans, France.
  • 2011 - Fellow of the Institute of Electrical and Electronics Engineers, U.S.A.
  • 2010 - Finland Distinguished Professor Award (from 2010-2014).
  • 2010 - Glory of Bengal Award for “outstanding achievement in scientific research”.
  • 2009 - Adjunct Professor at the University of Calgary, Canada (from 2009-2012).
  • 2009 - Visiting Professor at the Universite d’Orleans, France.
  • 2007 - Visiting Professor at the Universite d’Orleans, France.
  • 2006 - Distinguished International Research Fellow at the Schulich School of Engineering, University of Calgary, Canada.
  • 2006 - Visiting Professor at the Universite d’Orleans, France.
  • 2000 - Freedom of the City of London.
  • 2000 - Award from the Society for Machinery Failure Prevention Technology, a Division of the
    Vibration Institute, U.S.A.
  • 1999 - The Water Arbitration Prize, Mechanical Sciences and Technologies Division Award, of
    the Institution of Mechanical Engineers, U.K.
  • 1998 - The Mountbatten Premium, Division Award of the Electronics & Communications Division, of the Institution of Electrical Engineers, U.K.
  • 1996 - Best Paper Award in a technical session of the 14th World Conference on Non-Destructive Testing, New Delhi, India.
  • 1984 - A five-year Advanced Fellowship awarded by the Science and Engineering Research Council, U.K.
  • 1983 - Co-discoverer of the three particles known as W+, W- and Z0 - three of the four quanta of the electroweak force. This discovery verified the unification of the electromagnetic force and the nuclear weak force. In recognition of this the 1984 Nobel Prize for Physics was awarded to two of my colleagues (Professors C Rubbia and S van der Meer) for their decisive role in this project.
  • 1975 - The Trinity College, Cambridge, awarded a full scholarship for the period of his research studentship in Cambridge.

Research area(s)

Professor Nandi works in a range of research areas. His theoretical and algorithmic developments are in signal processing and machine learning, while his applied contributions are to be found in wireless communications (automatic modulation recognition, equalization, etc.), biomedical signal processing (breast cancer detection, electrocardiogram extraction, retinal image processing, etc.), machine condition monitoring, image forensics, time series predictions, genomic signal processing (gene clustering), and brain signal processing (music, electroencephalogram, and functional magnetic resonance imaging data processing). Big Data is very much a theme of his research interests.

Professor Nandi’s research interests can be captured in information engineering. He has published over 200 papers in refereed international journals (total: 500 technical papers) with an h-index of 60 (all citation figures in this resume are from Google Scholar).


Selected Publications

Journal articles

Abu-Jamous, B. , Fa, R. , Roberts, DJ.  and Nandi, AK.   (2015)   'UNCLES: Method for the identification of genes differentially consistently co-expressed in a specific subset of datasets'. BMC Bioinformatics, 16 (184).  doi: 10.1186/s12859-015-0614-0 Download publication 

Abu-Jamous, B. , Fa, R. , Roberts, DJ.  and Nandi, AK.   (2015)   'Application of the Bi-CoPaM Method to Five Escherichia Coli Datasets Generated under Various Biological Conditions'. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 79 (2).  pp. 159 - 166. doi: 10.1007/s11265-014-0919-7 

Skodras, AN. , Aburdene, MF.  and Nandi, AK.   (2015)   'Two-band fast Hartley transform'. Electronics Letters, 51 (1).  pp. 57 - 59. doi: 10.1049/el.2014.3170 Download publication 

Azim, AW. , Abrar, S. , Zerguine, A.  and Nandi, AK.   (2015)   'Steady-state performance of multimodulus blind equalizers'. Signal Processing, 108 pp. 509 - 520. doi: 10.1016/j.sigpro.2014.10.020 Download publication 

Abu-Jamous, B. , Fa, R. , Roberts, DJ.  and Nandi, AK.   (2014)   'Comprehensive analysis of forty yeast microarray datasets reveals a novel subset of genes (APha-RiB) consistently negatively associated with ribosome biogenesis'. BMC Bioinformatics, 15 pp. . doi: 10.1186/1471-2105-15-322 Download publication 

Zhu, Z.  and Nandi, AK.   (2014)   'Blind digital modulation classification using minimum distance centroid estimator and non-parametric likelihood function'. IEEE Transactions on Wireless Communications, 13 (8).  pp. 4483 - 4494. doi: 10.1109/TWC.2014.2320724 

Fa, R.  and Nandi, AK.   (2014)   'Noise resistant generalized parametric validity index of clustering for gene expression data'. IEEE-ACM Transactions on Computational Biology and Bioinformatics, 11 (4).  pp. 741 - 752. doi: 10.1109/TCBB.2014.2312006 Download publication 

Cong, F. , Zhou, G. , Astikainen, P. , Zhao, Q. , et al.   (2014)   'Low-rank approximation based non-negative multi-way array decomposition on event-related potentials'. International Journal of Neural Systems, 24 (8).  pp. . doi: 10.1142/S012906571440005X 

Fa, R. , Roberts, DJ.  and Nandi, AK.   (2014)   'Smart: Unique splitting-while-merging framework for gene clustering'. PLoS ONE, 9 (4).  doi: 10.1371/journal.pone.0094141 Download publication 

Ali, A. , Abrar, S. , Zerguine, A.  and Nandi, AK.   (2014)   'Newton-like minimum entropy equalization algorithm for APSK systems'. Signal Processing, 101 pp. 74 - 86. doi: 10.1016/j.sigpro.2014.02.003 Download publication 

Zhu, Z. , Aslam, MW.  and Nandi, AK.   (2014)   'Genetic algorithm optimized distribution sampling test for M-QAM modulation classification'. SIGNAL PROCESSING, 94 pp. 264 - 275. doi: 10.1016/j.sigpro.2013.05.024 

Aslam, MW. , Zhu, Z.  and Nandi, AK.   (2013)   'Feature generation using genetic programming with comparative partner selection for diabetes classification'. EXPERT SYSTEMS WITH APPLICATIONS, 40 (13).  pp. 5402 - 5412. doi: 10.1016/j.eswa.2013.04.003 

Abu-Jamous, B. , Fa, R. , Roberts, DJ.  and Nandi, AK.   (2013)   'Paradigm of tunable clustering using Binarization of Consensus Partition Matrices (Bi-CoPaM) for gene discovery'. PLoS One, 8 (2).  doi: 10.1371/journal.pone.0056432 Download publication 

Abu-Jamous, B. , Fa, R. , Roberts, DJ.  and Nandi, AK.   (2013)   'Yeast gene CMR1/YDL156W is consistently co-expressed with genes participating in DNA-metabolic processes in a variety of stringent clustering experiments'. Journal of the Royal Society Interface, 10 (81).  doi: 10.1098/rsif.2012.0990 Download publication 

Alluri, V. , Toiviainen, P. , Lund, TE. , Wallentin, M. , et al.   (2013)   'From Vivaldi to Beatles and back: Predicting lateralized brain responses to music'. NeuroImage, 83 pp. 627 - 636. doi: 10.1016/j.neuroimage.2013.06.064 

Abrar, S. , Ali, A. , Zerguine, A.  and Nandi, AK.   (2013)   'Tracking Performance of Two Constant Modulus Equalizers'. IEEE COMMUNICATIONS LETTERS, 17 (5).  pp. 830 - 833. doi: 10.1109/LCOMM.2013.031313.122921 

Cong, F. , Alluri, V. , Nandi, AK. , Toiviainen, P. , et al.   (2013)   'Linking Brain Responses to Naturalistic Music Through Analysis of Ongoing EEG and Stimulus Features'. IEEE TRANSACTIONS ON MULTIMEDIA, 15 (5).  pp. 1060 - 1069. doi: 10.1109/TMM.2013.2253452 

Wong, MM. , Wong, MLD. , Nandi, AK.  and Hijazin, I.   (2012)   'Construction of Optimum Composite Field Architecture for Compact High-Throughput AES S-Boxes'. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 20 (6).  pp. 1151 - 1155. doi: 10.1109/TVLSI.2011.2141693 

Aslam, MW. , Zhu, Z.  and Nandi, AK.   (2012)   'Automatic modulation classification using combination of genetic programming and KNN'. IEEE Transaction on Wireless Communications, 11 (8).  pp. 2742 - 2750. doi: 10.1109/TWC.2012.060412.110460 

Nwamadi, O. , Zhu, X.  and Nandi, AK.   (2012)   'Multi-criteria ranking based greedy algorithm for physical resource block allocation in multi-carrier wireless communication systems'. Signal Processing, 92 (11).  pp. 2706 - 2717. doi: 10.1016/j.sigpro.2012.04.020 

Jaafar, HF. , Nandi, AK.  and Al-Nuaimy, W.   (2011)   'Decision support system for the detection and grading of hard exudates from color fundus photographs'. JOURNAL OF BIOMEDICAL OPTICS, 16 (11).  pp. . doi: 10.1117/1.3643719 

Gao, J. , Zhu, X. , Wu, Y.  and Nandi, AK.   (2011)   'Kalman smoothing-based adaptive frequency-domain channel estimation for uplink multiple-input multiple-output orthogonal frequency division multiple access systems'. IET COMMUNICATIONS, 5 (2).  pp. 199 - 208. doi: 10.1049/iet-com.2009.0821 

Merryweather-Clarke, AT. , Atzberger, A. , Soneji, S. , Gray, N. , et al.   (2011)   'Global gene expression analysis of human erythroid progenitors'. Blood, 117 (13).  doi: 10.1182/blood-2010-07-290825 Download publication 

Bravo-Solorio, S.  and Nandi, AK.   (2011)   'Secure fragile watermarking method for image authentication with improved tampering localisation and self-recovery capabilities'. SIGNAL PROCESSING, 91 (4).  pp. 728 - 739. doi: 10.1016/j.sigpro.2010.07.019 

Gao, J. , Zhu, X.  and Nandi, AK.   (2011)   'Independent component analysis for multiple-input multiple-output wireless communication systems'. SIGNAL PROCESSING, 91 (4).  pp. 607 - 623. doi: 10.1016/j.sigpro.2010.08.008 

Day, P.  and Nandi, AK.   (2011)   'Evolution of superFeatures through genetic programming'. EXPERT SYSTEMS, 28 (2).  pp. 167 - 184. doi: 10.1111/j.1468-0394.2010.00547.x 

Nwamadi, O. , Zhu, X.  and Nandi, AK.   (2011)   'Dynamic physical resource block allocation algorithms for uplink long term evolution'. IET COMMUNICATIONS, 5 (7).  pp. 1020 - 1027. doi: 10.1049/iet-com.2010.0316 

Sekhar, S. , Abd El-Samie, FE. , Yu, P. , Al-Nuaimy, W.  and Nandi, AK.   (2011)   'Automated localization of retinal features'. APPLIED OPTICS, 50 (19).  pp. 3064 - 3075. doi: 10.1364/AO.50.003064 

Bravo-Solorio, S.  and Nandi, AK.   (2011)   'Automated detection and localisation of duplicated regions affected by reflection, rotation and scaling in image forensics'. SIGNAL PROCESSING, 91 (8).  pp. 1759 - 1770. doi: 10.1016/j.sigpro.2011.01.022 

Capdessus, C.  and Nandi, AK.   (2011)   'Extraction of a cyclostationary source using a new cost function without pre-whitening'. SIGNAL PROCESSING, 91 (11).  pp. 2497 - 2519. doi: 10.1016/j.sigpro.2011.04.029 

Wong, MM. , Wong, MLD. , Nandi, AK.  and Hijazin, I.   (2011)   'Composite field GF(((2(2))(2))(2)) Advanced Encryption Standard (AES) S-box with algebraic normal form representation in the subfield inversion'. IET CIRCUITS DEVICES & SYSTEMS, 5 (6).  pp. 471 - 476. doi: 10.1049/iet-cds.2010.0435 

Surajudeen-Bakinde, N. , Zhu, X. , Gao, J. , Nandi, AK.  and Lin, H.   (2010)   'Genetic Algorithm Based Equalizer for Ultra-Wideband Wireless Communication Systems'. IEICE TRANSACTIONS ON COMMUNICATIONS, E93B (10).  pp. 2725 - 2734. doi: 10.1587/transcom.E93.B.2725 

Abrar, S.  and Nandi, AK.   (2010)   'An adaptive constant modulus blind equalization algorithm and Its stochastic stability analysis'. IEEE Signal Processing Letters, 17 (1).  pp. 55 - 58. doi: 10.1109/LSP.2009.2031765 

Gao, J. , Zhu, X. , Lin, H.  and Nandi, AK.   (2010)   'Independent Component Analysis Based Semi-Blind I/Q Imbalance Compensation for MIMO OFDM Systems'. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 9 (3).  pp. 914 - 920. doi: 10.1109/TWC.2010.03.090161 

Abrar, S.  and Nandi, AK.   (2010)   'Blind Equalization of Square-QAM Signals: A Multimodulus Approach'. IEEE TRANSACTIONS ON COMMUNICATIONS, 58 (6).  pp. 1674 - 1685. doi: 10.1109/TCOMM.2010.06.0900552 

Abrar, S.  and Nandi, AK.   (2010)   'Adaptive Solution for Blind Equalization and Carrier-Phase Recovery of Square-QAM'. IEEE SIGNAL PROCESSING LETTERS, 17 (9).  pp. 791 - 794. doi: 10.1109/LSP.2010.2055853 

Rangayyan, RM. , Nguyen, TM. , Ayres, FJ.  and Nandi, AK.   (2010)   'Effect of Pixel Resolution on Texture Features of Breast Masses in Mammograms'. JOURNAL OF DIGITAL IMAGING, 23 (5).  pp. 547 - 553. doi: 10.1007/s10278-009-9238-0 

Abrar, S.  and Nandi, AK.   (2010)   'Adaptive minimum entropy equalization algorithm'. IEEE Communications Letters, 14 (10).  pp. 966 - 968. doi: 10.1109/LCOMM.2010.083110.101168 

Bravo-Solorio, S. , Gan, L. , Nandi, A.  and Aburdene, M.   (2010)   'Secure Private Fragile Watermarking Scheme with Improved Tampering Localisation Accuracy'. IET Information Security, 4 pp. 137 - 148. doi: 10.1049/iet-ifs.2009.0141 

Abrar, S.  and Nandi, AK.   (2009)   'Independent component analysis: Jacobi-like diagonalization of optimized composite-order cumulants'. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 465 (2105).  pp. 1393 - 1411. doi: 10.1098/rspa.2008.0381 

Mu, T.  and Nandi, AK.   (2009)   'Multiclass Classification Based on Extended Support Vector Data Description'. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 39 (5).  pp. 1206 - 1216. doi: 10.1109/TSMCB.2009.2013962 

Gao, J. , Zhu, X.  and Nandi, AK.   (2009)   'Non-Redundant Precoding and PAPR Reduction in MIMO OFDM Systems with ICA Based Blind Equalization'. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 8 (6).  pp. 3038 - 3049. doi: 10.1109/TWC.2009.080541 

Zhang, L.  and Nandi, AK.   (2009)   'Diversity-preserving non-destructive operators in genetic programming and their application to breast cancer diagnosis'. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 31 (6).  pp. 533 - 550. doi: 10.1177/0142331208094335 

Rojas-Dominguez, A.  and Nandi, AK.   (2009)   'Development of tolerant features for characterization of masses in mammograms'. COMPUTERS IN BIOLOGY AND MEDICINE, 39 (8).  pp. 678 - 688. doi: 10.1016/j.compbiomed.2009.05.002 

Salem, SA.  and Nandi, AK.   (2009)   'Development of assessment criteria for clustering algorithms'. PATTERN ANALYSIS AND APPLICATIONS, 12 (1).  pp. 79 - 98. doi: 10.1007/s10044-007-0099-1 

Mu, T.  and Nandi, AK.   (2009)   'Automatic tuning of L-2-SVM parameters employing the extended Kalman filter'. EXPERT SYSTEMS, 26 (2).  pp. 160 - 175. doi: 10.1111/j.1468-0394.2009.00469.x 

Salem, SA. , Salem, NM.  and Nandi, AK.   (2009)   'Augmentation of a nearest neighbour clustering algorithm with a partial supervision strategy for biomedical data classification'. EXPERT SYSTEMS, 26 (1).  pp. 8 - 21. doi: 10.1111/j.1468-0394.2008.00502.x 

Dominguez, AR.  and Nandi, AK.   (2009)   'Toward breast cancer diagnosis based on automated segmentation of masses in mammograms'. PATTERN RECOGNITION, 42 (6).  pp. 1138 - 1148. doi: 10.1016/j.patcog.2008.08.006 

Wu, Y. , Zhu, X.  and Nandi, AK.   (2009)   'Soft-Input Turbo Channel Estimation for Single-Carrier Multiple-Input-Multiple-Output Systems'. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 58 (7).  pp. 3867 - 3873. doi: 10.1109/TVT.2009.2016974 

Salem, SA. , Jack, LB.  and Nandi, AK.   (2008)   'Investigation of self-organizing oscillator networks for use in clustering microarray data'. IEEE TRANSACTIONS ON NANOBIOSCIENCE, 7 (1).  pp. 65 - 79. doi: 10.1109/TNB.2008.2000151 

Wu, Y. , Zhu, X.  and Nandi, AK.   (2008)   'Low Complexity Adaptive Turbo Frequency-Domain Channel Estimation for Single-Carrier Multi-User Detection'. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 7 (11).  pp. 4094 - 4099. doi: 10.1109/T-WC.2008.070570 

Wu, Y. , Zhu, X.  and Nandi, AK.   (2008)   'Low complexity adaptive Turbo space-frequency equalization for single-carrier multiple-input multiple-output systems'. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 7 (6).  pp. 2050 - 2056. doi: 10.1109/TWC.2008.070095 

Guo, H. , Zhang, Q.  and Nandi, AK.   (2008)   'Feature extraction and dimensionality reduction by genetic programming based on the Fisher criterion'. EXPERT SYSTEMS, 25 (5).  pp. 444 - 459. doi: 10.1111/j.1468-0394.2008.00451.x 

Dominguez, AR.  and Nandi, AK.   (2008)   'Detection of masses in mammograms via statistically based enhancement, multilevel-thresholding segmentation, and region selection'. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 32 (4).  pp. 304 - 315. doi: 10.1016/j.compmedimag.2008.01.006 

Mu, T. , Nandi, AK.  and Rangayyan, RM.   (2008)   'Classification of breast masses using selected shape, edge-sharpness, and texture features with linear and kernel-based classifiers'. JOURNAL OF DIGITAL IMAGING, 21 (2).  pp. 153 - 169. doi: 10.1007/s10278-007-9102-z 

Punnoose, S. , Zhu, X.  and Nandi, AK.   (2008)   'Blind channel estimation for multiple input multiple output uplink guard-band assisted code division multiple access systems with layered space frequency equalisation'. IET COMMUNICATIONS, 2 (3).  pp. 493 - 503. doi: 10.1049/iet-com:20070014 

Day, P.  and Nandi, AK.   (2008)   'Binary string fitness characterization and comparative partner selection in genetic programming'. IEEE Transactions on Evolutionary Computation, 12 (6).  pp. 724 - 735. doi: 10.1109/TEVC.2008.917201 

Wong, MLD.  and Nandi, AK.   (2008)   'Semi-blind algorithms for automatic classification of digital modulation schemes'. DIGITAL SIGNAL PROCESSING, 18 (2).  pp. 209 - 227. doi: 10.1016/j.dsp.2007.02.007 

Sarperi, L. , Zhu, X.  and Nandi, AK.   (2008)   'Semi-blind Layered Space-Frequency Equalization for Single-Carrier MIMO systems with block transmission'. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 7 (4).  pp. 1203 - 1207. doi: 10.1109/TWC.2008.061028 

Mu, T. , Nandi, AK.  and Rangayyan, RM.   (2008)   'Screening of knee-joint vibroarthrographic signals using the strict 2-surface proximal classifier and genetic algorithm'. COMPUTERS IN BIOLOGY AND MEDICINE, 38 (10).  pp. 1103 - 1111. doi: 10.1016/j.compbiomed.2008.08.009 

Mu, T. , Nandi, AK.  and Rangayyan, RM.   (2007)   'Strict 2-surface proximal classification of knee-joint vibroarthrographic signals'. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16. pp. 4911 - +. doi: 10.1109/IEMBS.2007.4353441 

Dominguez, AR.  and Nandi, AK.   (2007)   'Improved dynamic-programming-based algorithms for segmentation of masses in mammograms'. MEDICAL PHYSICS, 34 (11).  pp. 4256 - 4269. doi: 10.1118/1.2791034 

Zhang, L.  and Nandi, AK.   (2007)   'Neutral offspring controlling operators in genetic programming'. PATTERN RECOGNITION, 40 (10).  pp. 2696 - 2705. doi: 10.1016/j.patcog.2006.10.001 

Kokkinakis, K.  and Nandi, AK.   (2007)   'Generalized gamma density-based score functions for fast and flexible ICA'. SIGNAL PROCESSING, 87 (5).  pp. 1156 - 1162. doi: 10.1016/j.sigpro.2006.09.012 

Zhang, L.  and Nandi, AK.   (2007)   'Fault classification using genetic programming'. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 21 (3).  pp. 1273 - 1284. doi: 10.1016/j.ymssp.2006.04.004 

Zhong, Q-C. , Nandi, AK.  and Aburdene, MF.   (2007)   'Efficient implementation of discrete Pascal transform using difference operators'. ELECTRONICS LETTERS, 43 (24).  pp. 1348 - 1350. doi: 10.1049/el:20072712 

Mu, T. , Nandi, AK.  and Rangayyan, RM.   (2007)   'Classification of breast masses via nonlinear transformation of features based on a kernel matrix'. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 45 (8).  pp. 769 - 780. doi: 10.1007/s11517-007-0211-0 

Mu, T. , Nandi, AK.  and Rangayyan, RM.   (2007)   'Analysis of breast tumors in mammograms using the pairwise Rayleigh quotient classifier'. JOURNAL OF ELECTRONIC IMAGING, 16 (4).  pp. . doi: 10.1117/1.2803834 

Day, P.  and Nandi, AK.   (2007)   'Robust text-independent speaker verification using genetic programming'. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 15 (1).  pp. 285 - 295. doi: 10.1109/TASL.2006.876765 

Salem, SA. , Salem, NM.  and Nandi, AK.   (2007)   'Segmentation of retinal blood vessels using a novel clustering algorithm (RACAL) with a partial supervision strategy'. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 45 (3).  pp. 261 - 273. doi: 10.1007/s11517-006-0141-2 

Wong, MLD. , Jack, LB.  and Nandi, AK.   (2006)   'Modified self-organising map for automated novelty detection applied to vibration signal monitoring'. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 20 (3).  pp. 593 - 610. doi: 10.1016/j.ymssp.2005.01.008 

Kokkinakis, K.  and Nandi, AK.   (2006)   'Multichannel blind deconvolution for source separation in convolutive mixtures of speech'. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 14 (1).  pp. 200 - 212. doi: 10.1109/TSA.2005.854109 

Zarzoso, V. , Murillo-Fuentes, JJ. , Boloix-Tortosa, R.  and Nandi, AK.   (2006)   'Optimal pairwise fourth-order independent component analysis'. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 54 (8).  pp. 3049 - 3063. doi: 10.1109/TSP.2006.875391 

Nandi, RJ. , Nandi, AK. , Rangayyan, RM.  and Scutt, D.   (2006)   'Classification of breast masses in mammograms using genetic programming and feature selection'. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 44 (8).  pp. 683 - 694. doi: 10.1007/s11517-006-0077-6 

Guo, H.  and Nandi, AK.   (2006)   'Breast cancer diagnosis using genetic programming generated feature'. PATTERN RECOGNITION, 39 (5).  pp. 980 - 987. doi: 10.1016/j.patcog.2005.10.001 

  (2006)   'Robust blind equalization algorithms based on the constrained maximization of a fourth-order cumulant function'. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, E89-A (5).  pp. 1495 - 1499. doi: 10.1093/ietfec/e89-a.5.1495 

Kohno, K. , Kawamoto, M. , Nandi, AK.  and Inouye, Y.   (2006)   'Robust blind equalization algorithms based on the constrained maximization of a fourth-order cumulant function'. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, E89A (5).  pp. 1495 - 1499. doi: 10.1093/ietfec/e89-a.5.1495 

Rojas, A.  and Nandi, AK.   (2006)   'Practical scheme for fast detection and classification of rolling-element bearing faults using support vector machines'. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 20 (7).  pp. 1523 - 1536. doi: 10.1016/j.ymssp.2005.05.002 

Parkins, AD.  and Nandi, AK.   (2005)   'Method for calculating first-order derivative based feature saliency information in a trained neural network and its application to handwritten digit recognition'. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 152 (2).  pp. 137 - 147. doi: 10.1049/ip-vis:20041179 

Xu, WH. , Nandi, AK. , Zhang, JH.  and Evans, KG.   (2005)   'Novel vector quantiser design using reinforced learning as a pre-process'. SIGNAL PROCESSING, 85 (7).  pp. 1315 - 1333. doi: 10.1016/j.sigpro.2004.12.012 

Guo, H. , Jack, LB.  and Nandi, AK.   (2005)   'Feature generation using genetic programming with application to fault classification'. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 35 (1).  pp. 89 - 99. doi: 10.1109/TSMCB.2004.841426 

Zhang, L. , Jack, LB.  and Nandi, AK.   (2005)   'Fault detection using genetic programming'. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 19 (2).  pp. 271 - 289. doi: 10.1016/j.ymssp.2004.03.002 

Kokkinakis, K.  and Nandi, AK.   (2005)   'Exponent parameter estimation for generalized Gaussian probability density functions with application to speech modeling'. SIGNAL PROCESSING, 85 (9).  pp. 1852 - 1858. doi: 10.1016/j.sigpro.2005.02.017 

Kawamoto, M. , Ohata, M. , Kohno, K. , Inouye, Y.  and Nandi, AK.   (2005)   'Robust super-exponential methods for blind equalization in the presence of Gaussian noise'. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 52 (10).  pp. 651 - 655. doi: 10.1109/TSCII.2005.852174 

Parkins, AD.  and Nandi, AK.   (2004)   'Genetic programming techniques for hand written digit recognition'. SIGNAL PROCESSING, 84 (12).  pp. 2345 - 2365. doi: 10.1016/j.sigpro.2004.07.027 

Zarzoso, V.  and Nandi, AK.   (2004)   'Exploiting non-Gaussianity in blind identification and equalisation of MIMO FIR channels'. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 151 (1).  pp. 69 - 75. doi: 10.1049/ip-vis:20040278 

Zarzoso, V.  and Nandi, AK.   (2004)   'Blind MIMO equalization with optimum delay using independent component analysis'. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 18 (3).  pp. 245 - 263. doi: 10.1002/acs.792 

Wong, MLD.  and Nandi, AK.   (2004)   'Automatic digital modulation recognition using artificial neural network and genetic algorithm'. SIGNAL PROCESSING, 84 (2).  pp. 351 - 365. doi: 10.1016/j.sigpro.2003.10.019 

  (2004)   'Advanced digital vibration signal processing for condition monitoring'. International Journal of COMADEM, 7 (1).  pp. 3 - 12. 

Xu, W. , Nandi, AK.  and Zhang, J.   (2003)   'Novel fuzzy reinforced learning vector quantisation algorithm and its application in image compression'. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 150 (5).  pp. 292 - 298. doi: 10.1049/ip-vis:20030752 

Jack, LB.  and Nandi, AK.   (2002)   'Fault detection using support vector machines and artificial neural networks, augmented by genetic algorithms'. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 16 (2-3).  pp. 373 - 390. doi: 10.1006/mssp.2001.1454 

Zarzoso, V.  and Nandi, AK.   (2002)   'Closed-form estimators for blind separation of sources - part II: Complex mixtures'. WIRELESS PERSONAL COMMUNICATIONS, 21 (1).  pp. 29 - 48. doi: 10.1023/A:1015545124388 

Zarzoso, V.  and Nandi, AK.   (2002)   'Closed-form estimators for blind separation of sources - part I: Real mixtures'. WIRELESS PERSONAL COMMUNICATIONS, 21 (1).  pp. 5 - 28. doi: 10.1023/A:1015588907550 

Zarzoso, V.  and Nandi, AK.   (2001)   'Noninvasive fetal electrocardiogram extraction: Blind separation versus adaptive noise cancellation'. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 48 (1).  pp. 12 - 18. doi: 10.1109/10.900244 

Nandi, AK.  and Herrmann, F.   (2001)   'Fourth-order cumulant based estimator for independent component analysis'. ELECTRONICS LETTERS, 37 (7).  pp. 469 - 470. doi: 10.1049/el:20010309 

Zarzoso, V. , Nandi, AK. , Herrmann, F.  and Millet-Roig, J.   (2001)   'Combined estimation scheme for blind source separation with arbitrary source PDFs'. ELECTRONICS LETTERS, 37 (2).  pp. 132 - 133. doi: 10.1049/el:20010048 

Herrmann, F.  and Nandi, AK.   (2001)   'Blind separation of linear instantaneous mixtures using closed-form estimators'. SIGNAL PROCESSING, 81 (7).  pp. 1537 - 1556. doi: 10.1016/S0165-1684(01)00056-1 

Jack, LB.  and Nandi, AK.   (2001)   'Support vector machines for detection and characterization of rolling element bearing faults'. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 215 (9).  pp. 1065 - 1074. doi: 10.1243/0954406011524423 

Jack, LB.  and Nandi, AK.   (2000)   'Genetic algorithms for feature selection in machine condition monitoring with vibration signals'. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 147 (3).  pp. 205 - 212. doi: 10.1049/ip-vis:20000325 

Herrmann, F.  and Nandi, AK.   (2000)   'Maximisation of squared cumulants for blind source separation'. ELECTRONICS LETTERS, 36 (19).  pp. 1664 - 1665. doi: 10.1049/el:20001135 

Dooley, SR.  and Nandi, AK.   (2000)   'Notes on the interpolation of discrete periodic signals using sinc function related approaches'. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 48 (4).  pp. 1201 - 1203. doi: 10.1109/78.827555 

Lee, JY.  and Nandi, AK.   (2000)   'Extraction of impacting signals using blind deconvolution'. JOURNAL OF SOUND AND VIBRATION, 232 (5).  pp. 945 - 962. doi: 10.1006/jsvi.1999.2778 

Nandi, AK.  and Anfinsen, SN.   (2000)   'Blind equalisation with recursive filter structures'. Signal Processing, 80 (10).  pp. 2151 - 2167. doi: 10.1016/S0165-1684(00)00074-8 

Zarzoso, V.  and Nandi, AK.   (2000)   'Adaptive blind source separation for virtually any source probability density function'. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 48 (2).  pp. 477 - 488. doi: 10.1109/78.823974 

Dooley, SR.  and Nandi, AK.   (2000)   'Subsample time delay estimation with variable step size control'. SIGNAL PROCESSING, 80 (2).  pp. 343 - 347. doi: 10.1016/S0165-1684(99)00132-2 

  (2000)   'Notes on the interpolation of discrete periodic signals using sine function related approaches'. IEEE Transactions on Signal Processing, 48 (4).  pp. 12011203. 

  (2000)   'Diagnosis of rolling element bearing faults using radial basis function networks'. Applied Signal Processing, 6 (1).  pp. 25 - 32. doi: 10.1007/s005290050031 

Ghogho, M. , Nandi, AK.  and Swami, A.   (1999)   'Cramer-Rao bounds and maximum likelihood estimation for random amplitude phase-modulated signals'. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 47 (11).  pp. 2905 - 2916. doi: 10.1109/78.796427 

Zarzoso, V.  and Nandi, AK.   (1999)   'Blind separation of independent sources for virtually any source probability density function'. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 47 (9).  pp. 2419 - 2432. doi: 10.1109/78.782186 

McCormick, AC.  and Nandi, AK.   (1999)   'Bispectral and trispectral features for machine condition diagnosis'. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 146 (5).  pp. 229 - 234. doi: 10.1049/ip-vis:19990673 

Dooley, SR.  and Nandi, AK.   (1999)   'Adaptive time delay and Doppler shift estimation for narrowband signals'. IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 146 (5).  pp. 243 - 250. doi: 10.1049/ip-rsn:19990601 

Dooley, SR.  and Nandi, AK.   (1999)   'Adaptive subsample time delay estimation using Lagrange interpolators'. IEEE SIGNAL PROCESSING LETTERS, 6 (3).  pp. 65 - 67. doi: 10.1109/97.744626 


Zhu, Z.  and Nandi, AK.   (2015) Automatic Modulation Classification: Principles, Algorithms and Applications.   

Conference papers

Merryweather-Clarke, AT. , Atzberger, A. , Soneji, S. , Gray, N. , et al.   (2011)   'Global gene expression analysis of human erythroid progenitors' , 51st Annual Scientific Meeting of the British-Society-for-Haematology. Brighton, ENGLAND. 4 - 6 April. WILEY-BLACKWELL, pp. 6 - 6. 

  (2008)   'Automated localisation of optic disk and fovea in retinal fundus images' . 

Page last updated: Friday 17 March 2017