Fingerprinting is an effective indoor localization technique used for indoor positioning systems. However, this localization technique has drawbacks in terms of efficiency of position estimation. In this study, the increase in efficiency of position estimation was considered. To achieve this, a method was developed to reduce the number of comparisons. Result shows that a reduction on number of comparisons was 86.06% as compared with the brute force method of determining the estimated position.