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Tensor decomposition for signal processing and machine learning
Tensors or multiway arrays are functions of three or more indices (i, j, k,...)-similar to matrices
(two-way arrays), which are functions of two indices (r, c) for (row, column). Tensors have a …
(two-way arrays), which are functions of two indices (r, c) for (row, column). Tensors have a …
Solving systems of random quadratic equations via truncated amplitude flow
This paper presents a new algorithm, termed truncated amplitude flow (TAF), to recover an
unknown vector x from a system of quadratic equations of the form yi=|< ai, x>| 2, where ai's …
unknown vector x from a system of quadratic equations of the form yi=|< ai, x>| 2, where ai's …
Consensus-ADMM for general quadratically constrained quadratic programming
Nonconvex quadratically constrained quadratic programming (QCQP) problems have
numerous applications in signal processing, machine learning, and wireless …
numerous applications in signal processing, machine learning, and wireless …
General heuristics for nonconvex quadratically constrained quadratic programming
We introduce the Suggest-and-Improve framework for general nonconvex quadratically
constrained quadratic programs (QCQPs). Using this framework, we generalize a number of …
constrained quadratic programs (QCQPs). Using this framework, we generalize a number of …
Sparse phase retrieval via truncated amplitude flow
This paper develops a novel algorithm, termed SPARse Truncated Amplitude flow
(SPARTA), to reconstruct a sparse signal from a small number of magnitude-only …
(SPARTA), to reconstruct a sparse signal from a small number of magnitude-only …
Quadratic optimization with similarity constraint for unimodular sequence synthesis
This paper considers unimodular sequence synthesis under similarity constraint for both the
continuous and discrete phase cases. A computationally efficient iterative algorithm for the …
continuous and discrete phase cases. A computationally efficient iterative algorithm for the …
Phase retrieval from 1D Fourier measurements: Convexity, uniqueness, and algorithms
This paper considers phase retrieval from the magnitude of one-dimensional over-sampled
Fourier measurements, a classical problem that has challenged researchers in various fields …
Fourier measurements, a classical problem that has challenged researchers in various fields …
Phase retrieval via the alternating direction method of multipliers
We derive a phase retrieval algorithm using the alternating direction method of multipliers.
For the cost function obtained from the maximum likelihood criterion, we introduce auxiliary …
For the cost function obtained from the maximum likelihood criterion, we introduce auxiliary …
Solving random systems of quadratic equations via truncated generalized gradient flow
This paper puts forth a novel algorithm, termed\emph {truncated generalized gradient
flow}(TGGF), to solve for $\bm {x}\in\mathbb {R}^ n/\mathbb {C}^ n $ a system of $ m …
flow}(TGGF), to solve for $\bm {x}\in\mathbb {R}^ n/\mathbb {C}^ n $ a system of $ m …
Scalable solvers of random quadratic equations via stochastic truncated amplitude flow
A novel approach termed stochastic truncated amplitude flow (STAF) is developed to
reconstruct an unknown n-dimensional real-/complex-valued signal x from m “phaseless” …
reconstruct an unknown n-dimensional real-/complex-valued signal x from m “phaseless” …