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, by Widrow and Lehr (1990) and An, Brown and Harris (1997), these earlier analyses have some limitations: (1) They consider the case c = 0 (2) The conditions for stability are based on results valid for LMS with Gaussian regressors, while it is clear from (1710) that the transformed regressor Ci cannot be Gaussian (since it is bounded), and (3) no attention has been given to the fact that Ci and *(i) are still orthogonal random variables (in which case, it can be verified that NLMS still computes unbiased estimates) These issues are resolved in App 17A Convex combination of adaptive filters Combinations of adaptive filters provide one useful way to improve adaptive filter performance, whereby the outputs of several filters are mixed together to get an overall output of improved quality (see, eg, Anderson (1985), Niediwiecki (1992), and Singer and Feder (1999)).

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Clearly, the issue of how to optimally combine the component filters is a challenging task In the work by Arenas-Garcia, Figueiras-Vidal, and Sayed (2006), the meansquare performance of a particular convex combination of two transversal filters is studied by using the energy conservation arguments of this part Performance expressions are derived that indicate that the method is universal with respect to the component filters, ie, in steady-state, it performs at least as well as the best component filter The analysis also suggests combination structures with improved tracking performance; see Prob IV4 for a special case Adaptive networks Studies on distributed adaptive processing where filters interact with each other over both time and space in the context of adaptive networks appear in Lopes and Sayed (2006,2007a,b, 2008), Sayed and Lopes (2007), and Cattivelli, Lopes, and Sayed (2008).

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There are two acceptable accounting methods for inventories in the general fund and other governmental funds The first is called the purchase method This method simply records an expenditure for materials and supplies when they are purchased The second method is called the consumption method This method records an expenditure for inventories when they are consumed Under this method, when inventories are purchased, they are recorded on the balance sheet as an asset As they are used during the year, the asset account is reduced and an expenditure is recorded At the fiscal year-end, the amount recorded as inventory on the balance sheet represents the cost of the inventory that the government still has on hand, which are those that it has not consumed during the year.

These references employ the same energy conservation arguments of this part to analyze the effect of temporal and spatial interaction on distributed adaptive filters; see also Prob V13 Colored noise and nonlinear effects Recall that LMS is derived as a stochastic-gradient approximation for solving the normal equations (84), which characterize the solution to the linear.

By default, you re working on the RGB (or CMYK) composite channel in the Curves dialog box, but you can work on an individual color channel by choosing the channel from the Channel popup menu. The composite curve can be edited independently of the individual channel curves, but both the composite and the individual channel curves interact to produce the overall adjustment. Editing the curves of individual color channels can be useful for creating special color effects. It s also very handy if you happen to have a color cast in a particular tonal region in your image.

Often, you assign a link to a word or phrase on your page, an image such as a navigational button, or a section of graphic for an image map (a large graphic in which various parts are links). To test the link, you preview the page in a browser; links are not active in Dreamweaver s Document window. Designate links in HTML through the anchor tag pair: <a> and </a>. The anchor tag generally takes one main attribute the hypertext reference, which is written as follows:

FIGURE 28.3 Magnitude frequency response of the prototype filter &(z) for B = 8. The width of the main lobe is 27r/B = ~ / radsample. 4

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