Past exam of the mathematics course of the University of Cambridge 2024 ib Paper 2 14B Solution by
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The convolution isWe claim that the -fold convolution isThis is true for . If it holds for and , thenand the convolution vanishes for . This is the gamma density from repeated exponential convolution.
The Fourier transform is
For Parseval identity, take . ThenUsing Fourier inversion at zero, which follows from the supplied delta identity,and the convolution theorem gives
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For a variation ,Integration by parts givesFor fixed endpoints, . The fundamental lemma of the calculus of variations therefore gives the Euler-Lagrange equationA solution makes the first variation vanish for every admissible variation, so it is a stationary candidate; whether it is a minimum or maximum is decided by higher variations. If endpoint values are free, is arbitrary there, and the boundary term instead vanishes under the natural conditionsThus the same Euler-Lagrange solution is stationary for all free-endpoint variations. These are the natural boundary conditions for a free endpoint.
Free conditions at are . Adding and subtracting them givesThus . The zero solution exists for every , while nonzero solutions exist precisely whenFor those values they form the one-parameter familywhere is arbitrary. This is the free-endpoint normal mode of a coupled variational functional.
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For , the beta-integral evaluation givesDifferentiation under the integral sign near is justified by domination at zero and infinity. ThereforeWriting givesSincethe logarithmic moments of the Cauchy kernel yieldThe same expansion gives , agreeing with the supplied identity.
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For distinct nodes, define the divided difference byThis is the coefficient of in the Lagrange interpolation polynomial through the first data points.
Let denote that interpolating polynomial. The difference vanishes at , soThe Lagrange formula shows that the leading coefficient of is , whereas has degree at most . Hence . Starting with and iterating gives the Newton interpolation polynomial
The divided-difference recurrence isFor three nodes, the triangular table iswhere each entry in a new column uses the two adjacent entries to its left. There are first differences, second differences, and so on, each requiring one division. The exact total is
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