It is shown that under the matrix form of direct and inverse transform coefficients by LSP-HP can be obtained structure filter synthesis and analysis of speech signals. Found filter structure analyzer and synthesizer filter method LSP-HP. It is shown that linear spectral parameters highest regression weights are output signals corresponding parallel line filter parameters are parameters which are basis vectors method LSP-HP.