3 maximum distance, 4 correlation, Maximum distance – Metrohm Vision – Theory User Manual
Page 19: Correlation
▪▪▪▪▪▪▪
17
3.2.3
Maximum Distance
To calculate maximum distance (distance in this context is in terms of spectral value – absorbance, or
the spectral value in a derivative spectrum) of a spectrum y to a mean product spectrum x, Vision first
defines the inflated standard deviation spectrum from the product set:
s
n
x
x
n
i
d
j
j
j
=
+
−
−
−
∑
1
1
2
1
1
2
1
2
(
)
(
)
Where the index i runs over all wavelengths, and index j runs over all spectra in the set.
Consequently, the maximum distance is calculated as:
D
abs
y
x
s
x
i
i
i
d
overall i
=
−
max
Maximum distance can be interpreted as the maximum deviation from the product mean spectrum
expressed in units of inflated standard deviation.
3.2.4
Correlation
Correlation formally is not a distance, but a measure of spectral similarity. Correlation between two
spectra x and y is calculated as:
D
x y
x
y
c
i i
i
i
i
i
i
=
∑
∑ ∑
2
2
Strictly speaking, correlation is a dot product of two vectors representing spectra. Geometrically, it is
a cosine of an angle between those vectors. Correlation is scale invariant, i.e. its value does not
change if one or both spectra are multiplied by a constant.