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Analytical aspects of spatially adapted total variation regularisation

机译:空间适应的总变差正则化的分析方面

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摘要

In this paper we study the structure of solutions of the one dimensionalweighted total variation regularisation problem, motivated by its applicationin signal recovery tasks. We study in depth the relationship between the weightfunction and the creation of new discontinuities in the solution. A partialsemigroup property relating the weight function and the solution is shown andanalytic solutions for simply data functions are computed. We prove that theweighted total variation minimisation problem is well-posed even in the case ofvanishing weight function, despite the lack of coercivity. This is based on thefact that the total variation of the solution is bounded by the total variationof the data, a result that it also shown here. Finally the relationship to thecorresponding weighted fidelity problem is explored, showing that the twoproblems can produce completely different solutions even for very simple datafunctions.
机译:在本文中,我们研究了一维加权总变化正则化问题的解决方案的结构,这是由于其在信号恢复任务中的应用。我们深入研究了权函数与解决方案中新不连续性之间的关系。显示了与权重函数和解相关的偏半群性质,并计算了简单数据函数的解析解。我们证明,即使缺乏矫顽力,即使在权重函数消失的情况下,加权总方差最小化问题仍然存在。这是基于这样一个事实,即解决方案的总变化受数据的总变化所限制,其结果也显示在此处。最后,探讨了与相应的加权保真度问题的关系,表明即使对于非常简单的数据函数,这两个问题也可以产生完全不同的解决方案。

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