We obtain a robust, non-parametric, estimate of the Hubble constant from th
e linear diameters and rotation velocities of galaxies in the recent KLUN s
ample, calibrated using Cepheid distances to Hubble Space Telescope Key Pro
ject galaxies. There are two key features that make our analysis considerab
ly more robust than previous work. First, the method is independent of the
spatial distribution of galaxies and is insensitive to Malmquist bias. It m
ay, therefore, be applied to more distant samples than so-called 'plateau'
methods - making it much less vulnerable to the impact of peculiar motions
in the Local Supercluster. Secondly, we include information on the galaxy r
otation velocities in a fully non-parametric manner: unlike the conventiona
l Tully-Fisher relation we reconstruct a robust estimate of the cumulative
distribution function of galaxy diameter at given rotation velocity, withou
t requiring the assumption of, for example, a linear Tully-Fisher relation
with symmetric Gaussian residuals.
Using this robust method we find H-0 = 65 +/- 6 km s(-1) Mpc(-1) from our a
nalysis - in excellent agreement with many recent determinations of the Hub
ble parameter, although somewhat larger than previous results using galaxy
diameters.