| # | Title | Journal | Year | Citations |
|---|
| 1 | A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking | IEEE Transactions on Signal Processing | 2002 | 8,786 |
| 2 | $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation | IEEE Transactions on Signal Processing | 2006 | 7,696 |
| 3 | Matching pursuits with time-frequency dictionaries | IEEE Transactions on Signal Processing | 1993 | 7,131 |
| 4 | Bidirectional recurrent neural networks | IEEE Transactions on Signal Processing | 1997 | 5,825 |
| 5 | Variational Mode Decomposition | IEEE Transactions on Signal Processing | 2014 | 4,691 |
| 6 | Embedded image coding using zerotrees of wavelet coefficients | IEEE Transactions on Signal Processing | 1993 | 3,992 |
| 7 | Localization of the complex spectrum: the S transform | IEEE Transactions on Signal Processing | 1996 | 2,662 |
| 8 | Zero-Forcing Methods for Downlink Spatial Multiplexing in Multiuser MIMO Channels | IEEE Transactions on Signal Processing | 2004 | 2,566 |
| 9 | A blind source separation technique using second-order statistics | IEEE Transactions on Signal Processing | 1997 | 2,199 |
| 10 | A simple and efficient estimator for hyperbolic location | IEEE Transactions on Signal Processing | 1994 | 1,952 |
| 11 | A sparse signal reconstruction perspective for source localization with sensor arrays | IEEE Transactions on Signal Processing | 2005 | 1,933 |
| 12 | Bayesian Compressive Sensing | IEEE Transactions on Signal Processing | 2008 | 1,837 |
| 13 | ML estimation of time and frequency offset in OFDM systems | IEEE Transactions on Signal Processing | 1997 | 1,812 |
| 14 | The discrete wavelet transform: wedding the a trous and Mallat algorithms | IEEE Transactions on Signal Processing | 1992 | 1,557 |
| 15 | Nested Arrays: A Novel Approach to Array Processing With Enhanced Degrees of Freedom | IEEE Transactions on Signal Processing | 2010 | 1,544 |
| 16 | Empirical Wavelet Transform | IEEE Transactions on Signal Processing | 2013 | 1,523 |
| 17 | The fractional Fourier transform and time-frequency representations | IEEE Transactions on Signal Processing | 1994 | 1,497 |
| 18 | Relative location estimation in wireless sensor networks | IEEE Transactions on Signal Processing | 2003 | 1,495 |
| 19 | The Gaussian Mixture Probability Hypothesis Density Filter | IEEE Transactions on Signal Processing | 2006 | 1,422 |
| 20 | Sparse signal reconstruction from limited data using FOCUSS: a re-weighted minimum norm algorithm | IEEE Transactions on Signal Processing | 1997 | 1,399 |
| 21 | Sparse Reconstruction by Separable Approximation | IEEE Transactions on Signal Processing | 2009 | 1,387 |
| 22 | Wavelets and filter banks: theory and design | IEEE Transactions on Signal Processing | 1992 | 1,380 |
| 23 | Improving Wireless Physical Layer Security via Cooperating Relays | IEEE Transactions on Signal Processing | 2010 | 1,377 |
| 24 | Subspace methods for the blind identification of multichannel FIR filters | IEEE Transactions on Signal Processing | 1995 | 1,334 |
| 25 | Wavelet-based statistical signal processing using hidden Markov models | IEEE Transactions on Signal Processing | 1998 | 1,333 |
| 26 | Sparse Sensing With Co-Prime Samplers and Arrays | IEEE Transactions on Signal Processing | 2011 | 1,316 |
| 27 | An Iteratively Weighted MMSE Approach to Distributed Sum-Utility Maximization for a MIMO Interfering Broadcast Channel | IEEE Transactions on Signal Processing | 2011 | 1,290 |
| 28 | Particle filters for positioning, navigation, and tracking | IEEE Transactions on Signal Processing | 2002 | 1,289 |
| 29 | Spatial Diversity in Radars—Models and Detection Performance | IEEE Transactions on Signal Processing | 2006 | 1,267 |
| 30 | Correntropy: Properties and Applications in Non-Gaussian Signal Processing | IEEE Transactions on Signal Processing | 2007 | 1,240 |
| 31 | Robust adaptive beamforming using worst-case performance optimization: a solution to the signal mismatch problem | IEEE Transactions on Signal Processing | 2003 | 1,208 |
| 32 | Blind Separation of Speech Mixtures via Time-Frequency Masking | IEEE Transactions on Signal Processing | 2004 | 1,166 |
| 33 | Discrete Signal Processing on Graphs | IEEE Transactions on Signal Processing | 2013 | 1,146 |
| 34 | Mitigation of Loopback Self-Interference in Full-Duplex MIMO Relays | IEEE Transactions on Signal Processing | 2011 | 1,143 |
| 35 | On robust capon beamforming and diagonal loading | IEEE Transactions on Signal Processing | 2003 | 1,131 |
| 36 | A Generalized Memory Polynomial Model for Digital Predistortion of RF Power Amplifiers | IEEE Transactions on Signal Processing | 2006 | 1,117 |
| 37 | Sparse Bayesian Learning for Basis Selection | IEEE Transactions on Signal Processing | 2004 | 1,101 |
| 38 | Sparse solutions to linear inverse problems with multiple measurement vectors | IEEE Transactions on Signal Processing | 2005 | 1,095 |
| 39 | Comparing support vector machines with Gaussian kernels to radial basis function classifiers | IEEE Transactions on Signal Processing | 1997 | 1,073 |
| 40 | Posterior Cramer-Rao bounds for discrete-time nonlinear filtering | IEEE Transactions on Signal Processing | 1998 | 1,061 |
| 41 | Equivariant adaptive source separation | IEEE Transactions on Signal Processing | 1996 | 1,058 |
| 42 | Diffusion LMS Strategies for Distributed Estimation | IEEE Transactions on Signal Processing | 2010 | 1,042 |
| 43 | Transmit beamforming for physical-layer multicasting | IEEE Transactions on Signal Processing | 2006 | 1,041 |
| 44 | Improving the readability of time-frequency and time-scale representations by the reassignment method | IEEE Transactions on Signal Processing | 1995 | 1,040 |
| 45 | Projection approximation subspace tracking | IEEE Transactions on Signal Processing | 1995 | 1,026 |
| 46 | Structured Compressed Sensing: From Theory to Applications | IEEE Transactions on Signal Processing | 2011 | 1,020 |
| 47 | Nonuniform fast fourier transforms using min-max interpolation | IEEE Transactions on Signal Processing | 2003 | 1,014 |
| 48 | Block-Sparse Signals: Uncertainty Relations and Efficient Recovery | IEEE Transactions on Signal Processing | 2010 | 1,009 |
| 49 | Special Issue on Signal Processing for Situational Awareness from Networked Sensors and Social Media | IEEE Transactions on Signal Processing | 2014 | 1,008 |
| 50 | Joint tx-rx beamforming design for multicarrier mimo channels: a unified framework for convex optimization | IEEE Transactions on Signal Processing | 2003 | 964 |
