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An Adaptive Method for Testing for Change in Digitized Cardiotachometer Data
- Source :
- IEEE Transactions on Biomedical Engineering. :360-365
- Publication Year :
- 1971
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 1971.
-
Abstract
- An adaptive method for detecting change in digitized cardiotachometer recordings has been developed which takes into account the nonstationary statistical structure of the data. The digitized data are smoothed to reduce the variance at high frequencies caused by discontinuities inherent in cardiotachometer output. Based on a first-order autoregression, which has been shown to be appropriate for heart rate data, the adaptive procedure uses estimates of the parameters which are most influenced by the recent observations. Decreasing weight is given to past prestimulus data, and the estimates are updated with each stimulus. A test for change is then applied to the poststimulus regions at each time point, yielding a t statistic. The t 2 's can then be averaged to give a test for change over an interval.
- Subjects :
- Biometry
Computers
Computer science
business.industry
Adaptive method
Infant, Newborn
Biomedical Engineering
Pattern recognition
Classification of discontinuities
Transfer function
Autoregressive model
Computers, Analog
Heart Rate
Heart Function Tests
Heart rate
Statistics
Humans
Artificial intelligence
Time point
business
t-statistic
Subjects
Details
- ISSN :
- 00189294
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Biomedical Engineering
- Accession number :
- edsair.doi.dedup.....135918553e380be84b94ab26f26935e7
- Full Text :
- https://doi.org/10.1109/tbme.1971.4502867