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For j m1 we prune the looser neuron as follows: c1im1 k 0 w1im1 k 0 v1im1 k 0 dm1 k 0 Then we update m1 as m1 m1 1 in order to decrease the size of the network: If dmin k > du or m1 1, do nothing Finally, we update L as L L DL Remark 82: The parameters L and DL are needed because the pruning algorithm is not active at each iteration The initial value of L is DL The pruning algorithm works at the rst time when k L; then L is increased by DL The pruning algorithm works every DL iterations The parameter DL was found empirically as 5du ; thus, the pruning algorithm has only du as the design parameter Remark 8.

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, 371, 388 Napoli, D S, 29, 33, 34, 38, 44, 181, 184, 185, 201, 228, 229, 230, 245, 360, 364, 367, 371, 374, 388, 544, 553 Nasby, W, 193, 201 Nasrallah, H A, 333, 335 Nathan, J S, 282, 298, 350 Naylor, J C, 368, 385 Neaman, J S, 306, 335 Neiderhiser, J M, 214, 220 Neisser, U, 102, 108, 126, 127, 132, 148, 154 Nelson, B, 488, 506, 548, 554 Nelson, G, 439, 448 Nelson, K E, 80, 83 Nelson, P D, 475, 479, 548, 554 Nelson, T O, 139, 154 Nemiah, J C, 454, 463 Neugebauer, R, 306, 335 Newbury, E, 69, 83, 200, 218, 446.

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3: The clustering algorithm is somewhat similar to that given in [20 22] but they do not take the max of z1j k 1 as (819) This idea is taken from the competitive learning of ART recurrent neural network [16, 19] in order to get the winner neuron Remark 84: In [27] the second derivative of an objective function is used to nd the unimportant hidden neuron In this chapter we use the population density [3] to nd the unimportant neuron Remark 85: You can see that the structure identi cation of this recurrent network uses the informative potential of the new data sample as a trigger to update the hidden neuron (rule) base as [1 3], and it is able to satisfy the basic features of an evolving intelligent system (EIS) as in section 8.

0/00 1/11

2 of this chapter; thus, it is an evolving neurofuzzy recurrent network 8:24 8:23.

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, 1997) and greater adherence to the intervention protocols (Ironson et al, 1994) were signi cant predictors of less distress and disease progression In one other intervention study, progressive muscle relaxation and guided imagery were both associated with decreased depression in HIV seropositive individuals, but only progressive muscle relaxation was associated with a signi cant increase in CD4+ cell counts compared to controls (Eller, 1995) Psychosocial factors may play a role in HIV progression because there is great variability among individuals in the length of time to develop clinical symptoms and in the severity of illness at different stages of AIDS However, not all studies have shown signi cant relationships between psychosocial measures and immune variables in HIV-1.

Choosing publish settings for JPEG files The JPEG format lets you save an image as a highly compressed, 24-bit bitmap. Generally, GIF is better for exporting line art, while JPEG is better for images that include continuous tones like photographs, gradients, or embedded bitmaps. Flash exports the first frame in the movie as a JPEG, unless you mark a different keyframe for export by entering the frame label #Static.

In this chapter, you learned about specifying the fonts you want used with your Web page. You also learned that fonts are really pictures of letters called glyphs. This chapter discussed the factors you should consider when selecting fonts and the number of font faces you probably don t want to exceed. You learned to specify font size and font spacing (both horizontally and vertically), and you learned to add very cool text decorations, such as all caps on the first line, or a first letter that spans several rows.

Notice that I also changed the data type for the function s return value. Because the function can now return something other than a string, I changed the data type to variant.

(5.12)

streaming data and is one-pass (noniterative), and in its current version, called eClustering , it does not rely on user- or problem-speci c thresholds. It estimates the density at a data point using a Cauchy function: Dt zt 1 t 1 X Xn m 1 ztj zij 2 1 t 1 i 1 j 1

When you add variables to your documents, you give the Flash Player the capability to store and dispense information. Variables are an important building block for interactive movies. You can use variables to store information from the viewer and store information within the movie that is displayed upon user demand. Variables are discussed as needed throughout the course of this book.

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