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We have thus a function $$(x,y) \mapsto (u(x,y),v(x,y))$$ from $$\mathbb{R}^2$$ to $$\mathbb{R}^2$$. 6. sur les intégrales définies, prises entre des limites imaginaires, Polynomial magic III : Hermite polynomials, The many faces of integration by parts – II : Randomized smoothing and score functions, The many faces of integration by parts – I : Abel transformation. Cauchy Residue Formula. Trigonometric integrals. \Big( \frac{\partial v}{\partial x} + \frac{\partial u}{\partial y} \Big) dx dy \ – i \!\! \sum_{ \lambda \in {\rm poles}(f)} {\rm Res}\big( f(z) \pi \frac{1}{\sin \pi z} ,\lambda\big).\) See [7, Section 11.2] for more details. Springer Science & Business Media, 2011. The first pivotal theorem proved by Cauchy, now known as Cauchy's integral theorem , was the following: where f ( z ) is a complex-valued function analytic on and within the non-self-intersecting closed curve C (contour) lying in the complex plane . No dependence on the contour. If a proof under general preconditions ais needed, it should be learned after studenrs get a good knowledge of topology. Explanation of Cauchy residue formula Why doesn’t the result depend more explicitly on the contour $$\gamma$$? Journal of Machine Learning Research, 9:1019-1048, 2008. Thus holomorphic functions correspond to differentiable functions on $$\mathbb{R}^2$$ with some equal partial derivatives. 0) = 1 2ˇi I. C. f(z) z z. Note that several eigenvalues may be summed up by selecting a contour englobing more than one eigenvalues. The following theorem gives a simple procedure for the calculation of residues at poles. The central component is the following expansion, which is a classical result in matrix differentiable calculus, with $$\|\Delta\|_2$$ the operator norm of $$\Delta$$ (i.e., its largest singular value): $$(z I- A – \Delta)^{-1} = (z I – A)^{-1} + (z I- A)^{-1} \Delta (z I- A)^{-1} + o(\| \Delta\|_2). Theorem 4.5. If a function is analytic inside except for a finite number of singular points inside , then Brown, J. W., & Churchill, R. V. (2009). The function $$F$$ can be represented as$$F(A) = \sum_{k=1}^n f(\lambda_k(A)) = \frac{1}{2i \pi} \oint_\gamma f(z) {\rm tr} \big[ (z I – A)^{-1} \big] dz,$$where the contour $$\gamma$$ encloses all eigenvalues (as shown below).  Gilbert W. Stewart and Sun Ji-Huang. We consider integrating the matrix above, which leads to:$$ \oint_\gamma (z I- A)^{-1} dz = \sum_{j=1}^m \Big( \oint_\gamma \frac{1}{z – \lambda_j} dz \Big) u_j u_j^\top = 2 i \pi \ u_k u_k^\top $$using the identity $$\displaystyle \oint_\gamma \frac{1}{z – \lambda_j} dz = 1$$ if $$j=k$$ and $$0$$ otherwise (because the pole is outside of $$\gamma$$). Springer, 2013. We consider a function which is holomorphic in a region of $$\mathbb{C}$$ except in $$m$$ values $$\lambda_1,\dots,\lambda_m \in \mathbb{C}$$, which are usually referred to as poles. 4.3 Cauchy’s integral formula for derivatives. derive the Residue Theorem for meromorphic functions from the Cauchy Integral Formula. 29. There are two natural ways to relate the singular value decomposition to the classical eigenvalue decomposition of a symmetric matrix, first through $$WW^\top$$ (or similarly $$W^\top W$$).  Serge Lang. Complex analysis. 4.Use the residue theorem to compute Z C g(z)dz. This is obtained from the contour below with $$m$$ tending to infinity.  Francis Bach. Theorem 45.1. 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