Rn. Silver et H. Roder, CALCULATION OF DENSITIES OF STATES AND SPECTRAL FUNCTIONS BY CHEBYSHEV RECURSION AND MAXIMUM-ENTROPY, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 56(4), 1997, pp. 4822-4829
We present an efficient algorithm for calculating spectral properties
of large sparse Hamiltonian matrices such as densities of states and s
pectral functions. The combination of Chebyshev recursion and maximum
entropy achieves high-energy resolution without significant roundoff e
rror, machine precision, or numerical instability limitations. If cont
rolled statistical or systematic errors an acceptable, CPU and memory
requirements scale linearly in the number of states. The inference of
spectral properties from moments is much better conditioned for Chebys
hev moments than for power moments. We adapt concepts from the kernel
polynomial method, a linear Chebyshev approximation with optimized Gib
bs damping, to control the accuracy of Fourier integrals of positive n
onanalytic functions. We compare thr performance of kernel polynomial
and maximum entropy algorithms for an electronic structure example.