Support Vector Machines for Automated Recognition of Obstructive Sleep Apnea Syndrome From ECG Recordings
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Additional excerpts
...Among these methods, support vector machines (SVMs) and hidden Markov models (HMMs) are commonly used with the hand-crafted features that have produced acceptable results in [3]–[7]....
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268 citations
Cites methods from "Support Vector Machines for Automat..."
...The application of SVM classifiers in apnea screening are discussed in [10] and [11]....
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259 citations
Cites background from "Support Vector Machines for Automat..."
...It has been shown by several authors [5]–[7], [16], [17] that respiratory events can be detected using an ECG derived respiration (EDR)....
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References
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"Support Vector Machines for Automat..." refers background in this paper
...Changes in “b” shift the optimal decision hyperplane, and thereby, change the sensitivity and specificity....
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...Thus, there is no prerequisite regarding the stability of the frequency content along the signal analyzed....
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