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Exact(6)
The main event of interest is a rotation event.
Despite this, intuitively the rotation event could be thought of as comprising of three elements: head moving clockwise, the head moving anticlockwise; or pauses.
The rotation event HMM had less training data than the nonrotation event HMM as more of the data represented nonrotation periods.
An insufficient portion of the videos displayed this definitive split of head moving clockwise, head moving anticlockwise, and pauses within a rotation event.
This allowed the Baum-Welch training full freedom in exploring the optimal paths within the HMM for modelling the rotation event.
The motivation for this was to encourage the three groups of states to loosely correspond to clockwise rotation, anticlockwise rotation, and pauses but not to put a strict temporal order on these three constituent elements of a rotation event.
Similar(52)
To determine brain regions specifically activated by the rotational task, 'all rotation events minus baseline conditions' were analysed.
An ergodic model was still used for non rotation events.
Hence a strict left, to, right model is not suitable for the rotation events.
There was a total of 29429 frames of footage, of which 10046 depicted 107 rotation events.
System 2 assumes that there is an additional event possibly occurring between the two main rotation events.
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