A molecular similarity measure has been used to estimate the normal bo
iling points of a set of 267 haloalkanes with 1-4 carbon atoms. Molecu
lar similarity/dissimilarity was quantified in terms of Euclidean dist
ances of molecules in the eight dimensional principal component space
derived from fifty-nine topological indices. Correlation coefficients
between the experimental and estimated boiling points ranged from 0.85
4 to 0.943 in the K-nearest neighbor estimation of boiling points usin
g a different number of nearest neighbors (K = 1-10, 15, 20, 25).