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Approach
Moritz Meier edited this page Apr 7, 2015
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- Propocession
- Deal with contact problems (-1 value)
- local (mechanical) disturbances : must be filtered out, because it can be mistaken as genuine peak
- apply median filter to window of step size 100
- aggregation
- discretize data with SAX (levels of Stress: 1-relexed, 5-maximum arousal) (local relative measure of arousal) (help the change detector to be more accurate)
- Change detection :
- CUMSUM
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lowpass or median filter
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highpass to fit baseline
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or: convolve with very big filter, substract from original signal
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maybe calculate a difference function
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calculate mean magnitude of this function
- remove unusable data by error value (0,5)
- calculate beats
- fill gaps by size
- data from too big gaps
- calculate HR with gaussian convolution
- calculate HRV by diff(HR)