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For the PDEs with Riesz derivatives,we construct spectral methods using special basis functions based on generalized Jacobi functions which lead to diagonal systems,and we derive rigorous error estimates which show that the convergence rate is of spectral type in properly weighted Sobolev spaces despite the fact that the solutions have singularities at the endpoints.