NDLI: Segmented compressive sensing

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2014 IEEE Workshop on Statistical Signal Processing (SSP)

2012 IEEE Statistical Signal Processing Workshop (SSP)

2011 IEEE Statistical Signal Processing Workshop (SSP)

2009 IEEE/SP 15th Workshop on Statistical Signal Processing

A novel kNN classifier for acoustic vehicle classification based on alpha-stable statistical modeling

Performance analysis of some eigen-based hypothesis tests for collaborative sensing

Adaptive MIMO radar detection in non-Gaussian and heterogeneous clutter considering fluctuating targets

A comparison of approaches to multivariate extreme value theory for novelty detection

Estimation of trial to trial variability of P300 subcomponents by coupled Rao-blackwellised particle filtering

Pontine Nucleus audio stimuli detection & modeling for brain machine interface rehabilitation of conditional learning

Identifying centralized hubs within neural functional connections

ssMRP state detection for brain computer interfacing using hidden Markov models

Particle filtering in the presence of outliers

Online sequential Monte Carlo EM algorithm

Parameter estimation in a general state space model from short observation data: A SMC based approach

An adaptive accept/reject sampling algorithm for posterior probability distributions

Measuring phase synchrony using complex extensions of EMD

A transient analysis for the convex combination of adaptive filters

Bivariate EMD-based image fusion

Order-adaptive frequency trackers for direct-to-Earth Mars communications

Polynomial LMMSE estimation: A case study

General classes of Bayesian lower bounds for outage error probability and MSE

Efficient Bayesian detection of multiple events with a minimum-distance constraint

Robust estimation of SARIMA models: Application to short-term load forecasting

Signal classification by matching node connectivities

Estimation of intrinsic dimensionality of samples from noisy low-dimensional manifolds in high dimensions with multiscale SVD

Reduced-rank STAP algorithm for adaptive radar based on basis-functions approximation

Imaging of behind the wall targets using wideband beamforming with compressive sensing

Optimised statistical performance in an adaptive beamformer

Direct geolocation of stationary wideband radio signal based on time delays and Doppler shifts

A general framework for joint transceiver design for multiuser MIMO channel shortening equalization

Fast frame-based image deconvolution using variable splitting and constrained optimization

A multidimensional shrinkage-thresholding operator

Non-convex optimization for the design of sparse fir filters

An MCMC algorithm for parameter estimation in stochastically modeled real-time biosensor arrays

Multiresolution colonic polyp detection in CT colonography using spherical wavelets

Application of independent component analysis for activation detection in functional magnetic resonance imaging (FMRI) data

Principal component analysis for measuring the variation atrial fibrillation morphology during propofol effects

Principal components analysis for quantifying the anaesthetic effects on atrial fibrillation organization

Performance bounds for dynamic spectrum allocation based on adaptive antenna array interference mitigation diversity

Detection of a bandlimited signal with unknown parameters

Robust mitigation of multipath and ionospheric delays in multi-GNSS real-time kinematic (RTK) receivers

Adaptive reduced-rank constrained constant modulus beamforming algorithms based on joint iterative optimization of filters

Convergence analysis of RLS-DCD algorithm

A transformation-based derivation of the Kalman filter and an extensive unscented transform

Lifting scheme using smoothing kernels on non-equispaced data

Swapping based joint estimation of uniform state model

Bayesian filtering with discrete-valued state

Online acoustic feedback path modeling in multi-channel active noise control systems using Variable Step-Size algorithm

Tracking performance of a combination of two NLMS adaptive filters

Lossless image compression using adaptive lifting scheme based on minimum entropy criterion

Robust geo-location in mixed LOS & NLOS environment

Broadband Constraint Natural Gradient based Adaptive processing

A novel approach to adaptive beamforming for multi-path broadband signals

Design of frequency invariant beamformers in subbands

A Generalized geometry-inclusive fading model for ad hoc wireless networks

Novel algorithms on Impulse Radio Ultra-WideBand ranging

Rate region of correlated MIMO multiple access channels and broadcast channels

Transmit power minimization under secrecy capacity constraint in cooperative wireless communications

Adaptive algorithms for sparse nonlinear channel estimation

Performance bounds for sparse estimation with random noise

Bayesian compressive sensing of wavelet coefficients using multiscale Laplacian priors

Compressive particle filtering for target tracking

Structural breaks estimation for long memory signals

RMT “single-cluster” criterion for predicting large errors (outliers) in maximum-likelihood detection-estimation

on the optimal K-term approximation of a sparse parameter vector MMSE estimate

High-order Hidden Markov Models - estimation and implementation

Time-frequency masking based multiple acoustic sources tracking applying Rao-Blackwellised Monte Carlo data association

A hierarchical approach to unsupervised shape calibration of microphone array networks

Azimuth, elevation, and polarization estimation for arbitrary polarimetric array configurations

Real-time acquisition and tracking of sniper bullets using multi-sensor multi-frequency radar techniques

Performance analysis of DOA estimation for MIMO sonar based on experiments

A practical point of view: Performance of Neyman-Pearson detector for MIMO radar in K-distributed clutter

On the achievability of interference alignment in the K-user constant MIMO interference channel

Design of half- and full-duplex relay systems based on the MMSE formulation

A low complexity algorithm based on geometric programming for call admission control in wireless networks

VBLAST detection based on quadratic zero-one programming

Optimal subcarrier and bit allocation techniques for cognitive radio networks using integer linear programming

Performance analysis on subcarrier allocation algorithm for utility fairness in OFDMA systems

A game-theoretic approach to transmitter covariance matrix design for broadband MIMO Gaussian interference channels

Semi-blind signal separation and channel estimation in MIMO communication systems by tensor factorization

Particle swarm optimisation aided semi-blind joint maximum likelihood channel estimation and data detection for MIMO systems

Semi-blind channel estimation in MIMO commumication by tensor factorization

Robust leakage-based transmit beamforming with probabilistic constraint for downlink multi-user MIMO system

A cellular sector-to-users path loss distribution model

Design of ZF and MMSE filter-banks in relay networks with average and peak power constraints

Persian signature verification using improved Dynamic Time Warping-based segmentation and Multivariate Autoregressive modeling

Binary robust hashing based on probabilistic bit reliablity

Multivariate Markovian gamma distributions for multitemporal sequences of SAR images

Band selection for hyperspectral images using copulas-based mutual information

An improved eye detection method based on statistical moments

Multi-modal biometric authentication fusing iris and palmprint based on GMM

Comparison between Munich and Gammachirp models in audio compression

Fall detection in the elderly by head tracking

Bayesian techniques for onboard train localization

A basis function approach to Bayesian inference in diffusion processes

Online coordinate descent for adaptive estimation of sparse signals

A widely linear affine projection algorithm

Grey-box radial basis function modelling: The art of incorporating prior knowledge

Geometric algorithms for the non-whitened one-unit linear Independent Component Analysis problem

From subspace learning to distance learning: A geometrical optimization approach

Embedded geometry of the set of symmetric positive semidefinite matrices of fixed rank

The vector hybrid Wiener filter: Application to super-resolution

Bayesian spectral amplitude estimation for speech enhancement with correlated spectral components

Polynomial phase demodulation in multitaper analysis

Spherical Laplacian Information Maps (SLIM) for dimensionality reduction tau]1|Kevin M. ^Carter

A hybrid iterative algorithm for Nonnegative Matrix Factorization

Adaptive updates for MAP configurations with applications to bioinformatics

Cooperative jamming for wireless physical layer security

Analysis on blind decorrelation of isotropic noise correlation matrices based on symmetric decomposition

Performance of the fast subspace-based localization methods

Sparse spectral fitting for Direction Of Arrival and power estimation

Downlink MBER beamforming transmitter based on uplink MBER beamforming receiver for TDD-SDMA MIMO systems

Beampattern optimization by minimization of quartic polynomial

Source number estimation for unbalanced arrays using robust outlier detection in the eigenvalue domain

Optimum ambiguity-free directive planar antenna arrays

Using robust Capon beamforming to minimise the impact of angle of arrival errors in 2-D arrays

Local array calibration using parametric modeling of position errors and a sparse calibration grid

A robust W-MUSIC algorithm for GPR target detection in the presence of noise

Single-channel multi-talker-localization based on maximum likelihood

Pseudo-regenerative block-bootstrap for hidden Markov chains

Nonlinear distributed blind equalization using network particle filtering

Group object structure and state estimation in the presence of measurement origin uncertainty

Likelihood adjustment among multiple targets for particle dependent tracking in particle filters

SMC with adaptive resampling: Large sample asymptotics

An efficient Monte Carlo approach for optimizing decentralized estimation networks constrained by undirected topologies

ICA of correlated sources mismodeled as uncorrelated: performance analysis

A compressed sensing approach for underdetermined blind audio source separation with sparse representation

Simultaneous localization and separation of biomedical signals by tensor factorization

Blind extraction of noncircular complex signals using a widely linear predictor

A novel blind adaptive receiver for MIMO-OFDM systems

Blind speech separation using fractional order moments

Blind signal extraction based speech enhancement in presence of diffuse background noise

Optimal waveform precoder design for narrowband MIMO radar systems

High-resolution direction finding of coherent sources in the presence of model errors using alternating projections

A novel robust beamformer based on sub-array data subtraction for coherent interference suppression

Linear high-order distributed average consensus algorithm in wireless sensor networks

Closed-form error exponent for the Neyman-Pearson fusion of Markov local decisions

Hierarchical diffusion algorithms for distributed estimation

Posterior Cramér-Rao bound for range-based target tracking in sensor networks

Closed-loop extended orthogonal space time block coding for four relay nodes under imperfect synchronization

A stochastic approach to studying biochemical reactions without Monte Carlo simulations

Context-based modelling of interferometric signals for the assessment of tear-film surface quality

Investigation of bat echolocation calls using high resolution spectrogram and instantaneous frequency based analysis

A new class of complex time-frequency distributions for estimating phase synchrony between signals

Time-frequency learning machines for nonstationarity detection using surrogates

A constrained maximum-likelihood approach for efficient multipath mitigation in GNSS receivers

A Non-negative Matrix Factorization approach to state estimation in stochastic systems

Frequency estimation of signals with lowpass envelope based on jump estimator

Combining Gaussian mixture estimates from uncertain sources

Efficient orientation estimation algorithm for low cost inertial and magnetic sensor systems

Computationally efficient Maximum Likelihood phase acquisition for QAM constellations

PASI: New narrowband direction-of-arrival estimator using pilot signals

Aliasing mitigation using periodic nonuniform sampling

Hybrid lower bound via compression of the sampled CLR function

A high dimensional Directed information estimation using data-dependent partitioning

Cooperative spectrum sensing via coherence detection

Nonparametric sequential change-point detection by a vertical regression method

Probabilistic image processing by extended Gauss-Markov random fields

Fusion of decisions transmitted over multiple observations based relay/sensor network

Direction estimation using compressive sampling array processing

Segmented compressive sensing

Sparse poisson intensity reconstruction algorithms

Sensing matrix optimization in Distributed Compressed Sensing

Compressive nonstationary spectral estimation using parsimonious random sampling of the ambiguity function

Unmixing hyperspectral images using a normal compositional model and MCMC methods

A rear-end collision warning system for drivers with support vector machines

Global performance prediction for divergence-based image registration criteria

On the benefits of subspace dimension reduction for Grassmannian multiuser beamformers

Compressible dictionary learning for fast sparse approximations

Stationary random processes forming frames and basis: Some applications

Blind identification of underdetermined mixtures based on the hexacovariance and higher-order cyclostationarity

On the robustness of the deflation-based FastICA estimator

Multidimensional localization of multiple sound sources using frequency domain ICA and an extended state coherence transform

A noise robust algorithm for underdetermined source separation

A region-based algorithm for blind equalization of QAM signals

A low complexity resource allocation algorithm for OFDMA systems

Cramer-Rao bound-based adaptive quantization for target tracking in wireless sensor networks

Detection of Gaussian sources using dumb wireless sensors

Structure selection algorithm for less musical-noise generation in integration systems of beamforming and spectral subtraction

An FLMS based two-microphone speech enhancement system for in-car applications

A noise PSD and cross-PSD estimation for two-microphone speech enhancement systems

Construction scheme of Morse data and robust speech-spectral interpolation

Estimating the room volume from room impulse response via hypothesis verification approach

Correlation based velocity estimation during acceleration phases with application in rail vehicles

Multi-objective performance optimization of H.264 AVC encoder

Linear unmixing of hyperspectral images using a scaled gradient method

Deconvolution of Poissonian images using variable splitting and augmented Lagrangian optimization

Subspace-based rational interpolation from phase data

Distributed hyperplane learning using consensus algorithm for sensor networks

Extended orthogonal space time block codes in wireless relay networks

Distributed detection/localization of network anomalies using rank tests

Support vector machine for distributed classification: A dynamic consensus approach

Distributed adaptive estimation based on the APA algorithm over diffusion networks with changing topology

Optimal decision fusion in Through-the-Wall Radar Imaging

Evolutionary spectrum estimation for uniformly modulated processes with improved frequency resolution

Mathematical modeling of harmonic-timbre structure with multi-beta-distribution

On linearly precompressed non-parametric spectrum estimation

Looking through wavelets to view the Ising problem

Tensors versus matrices usefulness and unexpected properties

Classifying linear system outputs by robust local Bayesian quadratic discriminant analysis on linear estimators

Coherent fusion of information for optimal detection in sensor networks

An enhanced empirical modal decomposition without sifting

2007 IEEE/SP 14th Workshop on Statistical Signal Processing

IEEE/SP 13th Workshop on Statistical Signal Processing, 2005

IEEE Workshop on Statistical Signal Processing, 2003

Proceedings of the 11th IEEE Signal Processing Workshop on Statistical Signal Processing (Cat. No.01TH8563)

Segmented compressive sensing

Content Provider	IEEE Xplore Digital Library
Author	Abolghasemi, V. Sanei, S. Ferdowsi, S. Ghaderi, F. Belcher, A.
Copyright Year	2009
Abstract	This paper presents an alternative way of random sampling of signals/images in the framework of compressed sensing. In spite of usual random samplers which take p measurements from the input signal, the proposed method uses M different samplers each taking p′(i = 1, 2, 3 … M) samples. Therefore, the overall number of samples will be q = M p′. Using this method a variable sampling criterion based on the content of the segments is achievable. Following this idea, the calculated measurement (or sensing) matrix is also more incoherent in columns comparing to other conventional methods which is a desired feature. Our experiments show that the reconstructed signal using this method has a better SNR and is more robust compared to the systems using one sampler.
Starting Page	630
Ending Page	633
File Size	233651
Page Count	4
File Format	PDF
ISBN	9781424427093
e-ISBN	9781424427116
DOI	10.1109/SSP.2009.5278498
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-08-31
Publisher Place	United Kingdom
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Compressed sensing Signal sampling Sparse matrices Dictionaries Image segmentation Image coding Image sampling Sampling methods Image reconstruction Robustness thresholding compressed sensing incoherency ℓ1-norm random sampling sparsity
Content Type	Text
Resource Type	Article

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