An efficient technique is proposed for sector divisions of a high-dimension space. All samples can be classified correctly and the “over fitting” problem can be avoid effectively with this method. Example analysis shows that the proposed method is accurate and efficient. The method can be applied well to function fittings of multiple enveloped failure modes.