[Eeglablist] Average reference questions.
Robert Oostenveld
roberto at smi.auc.dk
Mon Aug 2 08:56:42 PDT 2004
On 26 Jul 2004, at 21:27, Arnaud Delorme wrote:
>> 2. Which advantages and disadvantages average references method has?
>>
> I am not an expert on this topic. I would say that the advantage of
> using average reference is that you recover the signal from the
> reference channel (thus you have one extra channel even if it is
> linearly dependent on the activity of the other channels). Also,
> average reference is necessary for dipole fitting.
In principle average referencing is not required for dipole fitting,
but the DIPFIT implementation in EEGLAB does require average reference
data. The advantage for average referencing in dipole fitting, as
compared to using a common reference, is that it does not put excessive
weight on an arbitrary single channel (i.e. the reference channel). Let
me try to explain:
During dipole fitting, the sum-squared error over all channels is
minimized. If the forward model is inaccurate on the reference channel,
the model error in the reference channel spreads over all other
channels (since the potential on the other channels is computed with
the model as being the difference between the potential on that channel
and the specified reference channel). Using a common reference results
in an strong tendancy to minimize the (model) error on the reference
channel, since the potential on the reference channel is reflected in
all other channels.
Furthermore, since the reference channel is commonly on mastoid or ear
electrodes, the volume conduction model error in them is relatively
large (the area around the ears is poorly modelled using a spherical
model), hence the model error in the reference channel tends to be
arelatively large if using the ear or mastoid. By taking the average
over all channels as reference, the error in the model is assumed to
average out in the reference, thereby minimizing its influence in the
sum-squared error that is used as the goal function to be minimized
during dipole fitting.
best regards,
Robert
----------------------------------------------------------------------
Robert Oostenveld, PhD
Center for Sensory-Motor Interaction (SMI)
Aalborg University, Denmark
and
F.C. Donders Centre for Cognitive Neuroimaging
University Nijmegen
P.O. Box 9101
NL-6500 AH Nijmegen
The Netherlands
Tel: +31 (0)24 3619695
Fax: +31 (0)24 3610989
----------------------------------------------------------------------
Robert Oostenveld, PhD
Center for Sensory-Motor Interaction (SMI)
Aalborg University, Denmark
and
F.C. Donders Centre for Cognitive Neuroimaging
University Nijmegen
P.O. Box 9101
NL-6500 AH Nijmegen
The Netherlands
Tel: +31 (0)24 3619695
Fax: +31 (0)24 3610989
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