The aim of this paper is to identify the characteristic features, in t
erms of geophysically measured parameters, of the hot spot sites over
the Earth's surface. We use a pattern recognition approach which ident
ifies associations as well as single parameters, and our statistical a
lgorithm allows us to work at a given significance level, avoiding any
overfit. We use the following parameters: absolute plate velocity of
the site, minimum distance between neighboring hot spots, minimum dist
ance from a ridge, minimum distance from a trench, geoid anomaly of ha
rmonic degrees 2-10 and 11-36, area of the host plate, lithospheric th
ickness and stress state. The hot spots, generally defined as volcanoe
s not obviously related to plate boundaries, are found to occur in sit
es characterised by either one of two main significant patterns: (1) p
ositive values of geoid anomalies with harmonic degree between 2 and 1
0, which is characteristic of most of the hot spots with a ''track'' o
f extinct volcanoes; (2) clustered volcanoes (distance between volcano
es less than approximately 900 km) in slow moving plates (velocity <2.
5 cm/yr). A third pattern, representative of isolated volcanoes (dista
nce between volcanoes greater than approximately 900 km) anomalously c
lose to mid-ocean ridges (distance from the ridge less than approximat
ely 600 km) can also be tentatively identified. This result implies th
e existence of two main types of hot spot volcanism, the first one of
sublithospheric origin with dynamics which is not influenced by surfac
e tectonics, and the second one mainly due to a favorably ''soft'' lit
hosphere. A third type would probably consist of 'anomalous'' and magm
atically very productive parts of mid-ocean ridges.