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Extensive analysis of a QRS detector based on the dyadic wavelet transform,” in Proc. IEEE-SP Int. Symp. on Time-Frequency and Time-Scale Analysis, Philadelphia, PA, 1994, pp. 540–543. Oppenheim, A. , Schafer, R. , and Buck J. R. , Englewood Cliffs, NJ: Prentice Hall, 1999. Parker, D. , Learning Logic. Technical Report TR-47, Center for Computational Research in Economics and Management Science, Cambridge, MA: MIT, 1985. Pressman, G. L. and Newgard, P. , “A transducer for continuous external measurement of arterial blood pressure,” IEEE Trans Biomed Elect, Vol.

Masimo used adaptive filtering to minimize motion artifact during pulse oximetry measurements. Interflo Medical used the pseudorandom binary sequence to increase the signalto-noise ratio during continuous thermodilution measurements. CardioDynamics used wavelet transforms to minimize the noise artifact during impedance cardiography measurements. Aspect Medical Systems used black box system identification to identify the stages of anesthesia administration. 1 MASIMO PULSE OXIMETRY Masimo Corporation was founded in 1989 by electrical engineers Joe Kiani and Mohamed Diab, with the intent of minimizing motion artifact during pulse oximetry using adaptive filtering.

39) into Eq. 44) k=1 K φ(k)y(k) − φ(k)φT (k)θ = 0. 45) k=1 Moving the negative terms to the other side of the equation results in 1 K K k=1 1 φ(k)y(k) = K K φ(k)φT (k) θ. 46) k=1 ˆ the least squares estimate, as We can then solve for θ, θˆ = 1 K −1 K T φ(k)φ (k) k=1 1 K K φ(k)y(k). 3 Model Validation Given various models for the same data sets, how do we choose the best model? Model validation involves analyzing the results of parameter identification to select an “optimum” model. For linear models, we evaluate the coefficient of variation (CV), goodness of fit, and residual statistics.

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