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-NONLINEAR ADAPTIVE PREDICTOR -predicts Mackay-Glass chaos generator -------------------------------------------------------------------display N1 | display C8 | scale = 3 irule 1 | -Euler integration for McKay-Glass TMAX = 500 | DT = 004 | NN = TMAX/DT a = 02 | b = 01 | c = 10 | -- for Mackay-Glass tau = 25 -ARRAY DD[1000] | -- time-delay buffer sTRUE = 10 | - initialize time-delay buffer for i = 1 to 1000 | DD[i] = sTRUE | next -------------------------------------------------------------------m = 20 | -predictor delay nx = 50 | -number of predictor neurons nv = 13 | -number of hidden-layer neurons -ARRAY signal[m], y[1], error[1] ARRAY x[nx] + x0[1] = xx | x0[1] = 1 | -delay line ARRAY v[nv] + v0[1] = vv | v0[1] = 1 | -- hidden layer ARRAY vdelta[nv] + v0delta[1] = vvdelta | v0delta[1] = 1 ARRAY WW1[nv+1, nx+1], WW2[1, nv+1] -for i = 1 to nv+1 | for k = 1 to nx+1 | -- initialize WW1[i, k] = 01 * ran() next | next --------------------------------------------------------WW1gain = 006 | WW2gain = 0006 -N = 20 for i = 1 to N | drun | next | -N training runs write 'type go for prediction tests' | STOP WW1gain = 0 | WW2gain = 0 | drun | drun | -- test runs ---------------------------------------------------------------------------DYNAMIC -----------------------------------------------------------------------------------tdelay Sd = DD, sTRUE, tau | -- McKay-Glass time series sTRUEdot = a * Sd/(1 + Sd^c) - b * sTRUE d/dt sTRUE = sTRUEdot ------------------------------------------------------------------------------------- delay "future" signal sTRUE, shift resulting signal into x --- OUT is not needed with Euler integration

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where WTVoD (n) and W (n) are the latency, given there are n channels, for TVoD and SS-VoD/ UVoD respectively. Figure 19.14 plots the channel reduction for arrival rates from 1 10 4 to 0.01 for SS-VoD and UVoD. The results show that SS-VoD requires fewer channels than TVoD as long as arrival rates are over 1.8 10 4 requests per second. Note that at this low arrival rate, both TVoD and

www.google.com).

Channel Reduction over TVoD (%)

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Vector signal = signal{-1} | signal[1] = sTRUE Vector x = x{-1} | x[1] = signal[m] ------------Vector vv = tanh(WW1 * xx) | -note bias Vector y = WW2 * vv | -no limiter needed on output! -Vector error = sTRUE - y | -backpropagation Vector vvdelta = WW2% * error * (1 - vv^2) DELTA WW1 = WW1gain * vvdelta * xx DELTA WW2 = WW2gain * error * vv ----------------------------------------------------------ERRORx5 = 5 * error[1] - 05 * scale dispt y[1], ERRORx5, sTRUE

1.10 4

You ll categorize your links in any number of categories (for example, Search Engines or Web mail). You ll tag your links with appropriate tags (for example, free, USA, or fonts). You ll use the_excerpt() rather than the_content() for link descriptions, mostly to

FIGURE 6-11 (Continued)

1.10 3 Arrival Rate (request/second)

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keep your doors open for the future. Now we can get started. First of all you ll want to store the URL in a custom field. This is easily done, just create a new custom field on the Write post screen in the WordPress admin interface and name it 'URL'. The idea is to put the URL in the value field for each post, and then link the title with it. Right, now you need to alter your loop a bit. For a project like this you ll probably want to design a new theme that fits the bill, but the default theme is used as an example here. This is the code you ll use inside the loop, found in index.php:

60 50 40 30 20 10 0

to produce the current predictor input s(t) = signal[m] The simulated predictor then tries to predict sTRUE(t) by minimizing the sample average of g = (y sTRUE)2 with the backpropagation algorithm of Section 6-12a Prediction results necessarily depend on the frequency content of the input signal To provide a fairly difficult prediction task, sTRUE = sTRUE(t) is the Mackay Glass chaotic time series [17] defined by17

60 50 40 30 20 10 0 Resource Increases (%)

<div < php post_class() > id="post-< php the_ID(); >"> < php $CustomField = get_post_custom_values('URL'); if (isset($CustomField[0])) { > <h2><a href="< php echo get_post_meta($post->ID, URL, true); >" rel="bookmark" title="< php the_title_attribute(); >">< php the_title(); ></a></h2> <div class="entry"> < php the_excerpt(); > </div> <p class="postmetadata">Filed in < php the_category(', ') > < php the_tags('and tagged ', ', ', ''); > <small>< php the_time('F jS, Y') ></small></p> < php } else { > <h2><del>< php the_title(); ></del></h2> <div class="entry"> <p>Sorry, this link is broken. Please tell an administrator!</p> </div> <p class="postmetadata">It's broken: < php edit_post_link('Fix it!', '', ' | '); > Filed in < php the_category(', ') > < php the_tags('and tagged ', ', ', ''); > <small>< php the_time('F jS, Y') ></small></p> < php } > </div>

Figure 6-12 shows the future signal value sTRUE, the predictor output y, and the prediction error sTRUE y during training and recall We used 20 training runs with a total of 250,000 training steps to learn prediction m = 20 steps ahead

1 1.5 2 Arrival Rate (requests/second)

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