We propose a method of data quantization of finite discrete-time signals
which optimizes the error estimate of low frequency Haar coefficients. We also
discuss the error/noise bounds of this quantization in the Fourier space. Our
result shows one can quantize any discrete-time analog signal with high
precision at low frequencies. Our method is deterministic, and it employs no
statistical arguments, nor any probabilistic assumptions.