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• W2100556411 abstract "We consider the class of iterative shrinkage-thresholding algorithms (ISTA) for solving linear inverse problems arising in signal/image processing. This class of methods, which can be viewed as an extension of the classical gradient algorithm, is attractive due to its simplicity and thus is adequate for solving large-scale problems even with dense matrix data. However, such methods are also known to converge quite slowly. In this paper we present a new fast iterative shrinkage-thresholding algorithm (FISTA) which preserves the computational simplicity of ISTA but with a global rate of convergence which is proven to be significantly better, both theoretically and practically. Initial promising numerical results for wavelet-based image deblurring demonstrate the capabilities of FISTA which is shown to be faster than ISTA by several orders of magnitude." @default.
• W2100556411 created "2016-06-24" @default.
• W2100556411 creator A5041397571 @default.
• W2100556411 creator A5069363394 @default.
• W2100556411 date "2009-01-01" @default.
• W2100556411 modified "2023-10-16" @default.
• W2100556411 title "A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems" @default.
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• W2100556411 doi "https://doi.org/10.1137/080716542" @default.
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